{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['AUTO_FLAG', 'CATA_ID', 'CATA_TYPE', 'EPI_DEPTH', 'EPI_LAT', 'EPI_LON',\n",
       "       'EQ_CATA_TYPE', 'EQ_TYPE', 'IS_DEL', 'LOCATION_C', 'LOCATION_S',\n",
       "       'LOC_STN', 'M', 'M_MB', 'M_MB2', 'M_ML', 'M_MS', 'M_MS7', 'NEW_DID',\n",
       "       'O_TIME', 'O_TIME_FRA', 'SAVE_TIME', 'SUM_STN', 'SYNC_TIME', 'id',\n",
       "       'datetime', 'year', 'month', 'year_month'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import datetime\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import folium\n",
    "import webbrowser\n",
    "from folium.plugins import HeatMap\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "df = pd.read_excel(\"地震数据.xlsx\")\n",
    "# begin_time = \"2019-04-17 18:57:00\"\n",
    "# end_time = \"2020-04-17 18:57:00\"\n",
    "# df[\"is_in_range\"] = df[\"O_TIME\"].map(\n",
    "#     lambda x: (datetime.datetime.strptime(x, \"%Y-%m-%d %H:%M:%S\") >=\n",
    "#                datetime.datetime.strptime(begin_time, \"%Y-%m-%d %H:%M:%S\")) &\n",
    "#               (datetime.datetime.strptime(x, \"%Y-%m-%d %H:%M:%S\") <=\n",
    "#                datetime.datetime.strptime(end_time, \"%Y-%m-%d %H:%M:%S\"))\n",
    "# )\n",
    "df[\"datetime\"] = df[\"O_TIME\"].map(\n",
    "    lambda x: datetime.datetime.strptime(x, \"%Y-%m-%d %H:%M:%S\"))\n",
    "df[\"year\"] = df[\"datetime\"].map(lambda x: x.year)\n",
    "df[\"month\"] = df[\"datetime\"].map(lambda x: x.month)\n",
    "df[\"year_month\"] = df[\"year\"] *12 + df[\"month\"]\n",
    "# draw(df.groupby(\"is_in_range\").get_group(True), \"./\", \"近一年地震分布.html\")\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "plt.plot(df[\"year\"].value_counts().sort_index(), \"r+\")\n",
    "plt.title(\"近年来地震次数分布\")\n",
    "plt.xlabel(\"年份\")\n",
    "plt.ylabel(\"次数\")\n",
    "plt.savefig(\"近年来地震次数.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "plt.plot(df[df[\"M\"]>5][\"year\"].value_counts().sort_index(), \"r+\")\n",
    "plt.title(\"五级以上近年来地震次数\")\n",
    "plt.xlabel(\"年份\")\n",
    "plt.ylabel(\"次数\")\n",
    "plt.savefig(\"五级以上近年来地震次数.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "static = df[[\"year\", \"month\",'M']].groupby([\"year\", \"month\"]).count().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "static[\"year_month\"] = static[\"year\"].map(str) + \"_\" + static[\"month\"].map(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAACGgAAAQwCAYAAACzTfptAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3U+I5Ol93/HP09O9szt/yCpWz3hWIBbDgk82CStbCz7sxQo+BeyDQ/5cEqNrbgYjg2cP9sGGEDBERmCCc1QCgRwirItMBHbAK/viQ0wcsInUq92JZLTaHmareubJ4dc1PdvTM11bXc9T0/W8XlA89fvVr2qe20rMe75PqbUGAAAAAAAAAIB2dja9AQAAAAAAAACAbSfQAAAAAAAAAABoTKABAAAAAAAAANCYQAMAAAAAAAAAoDGBBgAAAAAAAABAYwINAAAAAAAAAIDGBBoAAAAAAAAAAI0JNAAAAAAAAAAAGhNoAAAAAAAAAAA0truJP/Szn/1sff311zfxRwMAAAAAAAAArM13vvOd/1dr3T/vuY0EGq+//nrefffdTfzRAAAAAAAAAABrU0r5u2Wec8QJAAAAAAAAAEBjAg0AAAAAAAAAgMYEGgAAAAAAAAAAjQk0AAAAAAAAAAAaE2gAAAAAAAAAADQm0AAAAAAAAAAAaEygAQAAAAAAAADQmEADAAAAAAAAAKAxgQYAAAAAAAAAQGMCDQAAAAAAAACAxgQaAAAAAAAAAACNCTQAAAAAAAAAABoTaAAAAAAAAAAANCbQAAAAAAAAAABoTKABAAAAAAAAANCYQAMAAAAAAAAAoDGBBgAAAAAAAABAYwINAAAAAAAAAIDGBBoAAAAAAAAAAI0JNAAAAAAAAAAAGhNoAAAAAAAAAAA0JtAAAAAAAAAAAGhMoAEAAAAAAAAA0JhAAwAAAAAAAACgMYEGAAAAAAAAAEBjAg0AAAAAAAAAgMYEGgAAAAAAAAAAjQk0AAAAAAAAAAAaE2gAAAAAAAAAADQm0AAAAAAAAAAAaEygAQAAAAAAAADQmEADAAAAAAAAAKAxgQYAAAAAAAAAQGMCDQAAAAAAAACAxgQaAAAAAAAAAACNCTQAAAAAAAAAABoTaAAAAAAAAAAANCbQAAAAAAAAAABoTKABAAAAAAAAANCYQAMAAAAAAAAAoDGBBgCbcffupncAAAAAAAAA3Qg0ANiMd97Z9A4AAAAAAACgG4EGAP39+Z9Pa62b3QcAAAAAAAB0ItAAoJ+7d5NSkp/7uel6Z2e6dtwJAAAAAAAAW06gAUA/d+9OUzO+8pXp+oc/nK4FGgAAAAAAAGw5gQYA/c1m0/rxx5vdBwAAAAAAAHQi0ACgP4EGAAAAAAAAgxFoANCfQAMAAAAAAIDBCDQA6E+gAQAAAAAAwGAEGgD0N59Pq0ADAAAAAACAQQg0AOjPBA0AAAAAAAAGI9AAoD+BBgAAAAAAAIM5N9AopfyDUso3SinfLKX811LKS6WUPyyl/Fkp5TefeO6pewBwJoEGAAAAAAAAg1lmgsa/SPLvaq1fSvL9JP8syZVa61tJfqqU8kYp5ZdP32u3ZQAuPYEGAAAAAAAAg9k974Fa63944nI/yb9M8u+Pr7+Z5BeS/KMkXz91738/+TullC8n+XKSfP7zn7/QpgG45AQaAAAAAAAADGaZCRpJklLKW0k+k+T/Jvne8e0fJrmd5PoZ9z6h1vq1WuubtdY39/f3L7RpAC45gQYAAAAAAACDWSrQKKX8wyS/n+RfJ/koySvHH904/o2z7gHA2QQaAAAAAAAADObckKKU8lKS/5zkN2qtf5fkO5mOMEmSn03yt8+4BwBnE2gAAAAAAAAwmN0lnvk3Sf5xkq+UUr6S5D8m+VellNeS/FKSLyapSb596h4AnE2gAQAAAAAAwGDODTRqrV9N8tUn75VS/luSX0zyu7XWHx3fe/v0PQA4k0ADAAAAAACAwSwzQeMptda/T/L18+4BwJkEGgAAAAAAAAxmZ9MbAGBAAg0AAAAAAAAGI9AAoD+BBgAAAAAAAIMRaADQn0ADAAAAAACAwQg0AOhPoAEAAAAAAMBgBBoA9PXoUXJ0NL0XaAAAAAAAADAIgQYAfc3nJ+8FGgAAAAAAAAxCoAFAXwINAAAAAAAABiTQAKCv2ezkvUADAAAAAACAQQg0AOhLoAEAAAAAAMCABBoA9CXQAAAAAAAAYEACDQD6EmgAAAAAAAAwIIEGAH0JNAAAAAAAABiQQAOAvhaBxrVrAg0AAAAAAACGIdAAoK9FoHHzpkADAAAAAACAYQg0AOhLoAEAAAAAAMCABBoA9CXQAAAAAAAAYEACDQD6WgQaN24INAAAAAAAABiGQAOAvk5P0Kh1s/sBAAAAAACADgQaAPT1ZKCRJPP55vYCAAAAAAAAnQg0AOjrdKDhmBMAAAAAAAAGINAAoC+BBgAAAAAAAAMSaADQl0ADAAAAAACAAQk0AOhLoAEAAAAAAMCABBoA9CXQAAAAAAAAYEACDQD6ms+nVaABAAAAAADAQAQaAPRlggYAAAAAAAADEmgA0NdsluzsJNeuTdcCDQAAAAAAAAYg0ACgr9kseeml5OrV6VqgAQAAAAAAwAAEGgD0JdAAAAAAAABgQAINAPoSaAAAAAAAADAggQYAfQk0AAAAAAAAGJBAA4C+BBoAAAAAAAAMSKABQF8CDQAAAAAAAAYk0ACgL4EGAAAAAAAAAxJoANDXbJbs7Qk0AAAAAAAAGIpAA4C+TNAAAAAAAABgQAINAPpaBBq7u8nOjkADAAAAAACAIQg0AOhrEWgk0xQNgQYAAAAAAAADEGgA0JdAAwAAAAAAgAEJNADoS6ABAAAAAADAgAQaAPQl0AAAAAAAAGBAAg0A+hJoAAAAAAAAMCCBBgB9zecCDQAAAAAAAIYj0ACgLxM0AAAAAAAAGJBAA4C+BBoAAAAAAAAMSKABQF8CDQAAAAAAAAYk0ACgL4EGAAAAAAAAAxJoANBPrcl8LtAAAAAAAABgOAINAPqZz6dVoAEAAAAAAMBgBBoA9DObTatAAwAAAAAAgMEINADoR6ABAAAAAADAoAQaAPQj0AAAAAAAAGBQAg0A+lkEGnt70yrQAAAAAAAAYBACDQD6MUEDAAAAAACAQQk0AOjnrEDj6Ch59GhzewIAAAAAAIAOBBoA9HNWoJGYogEAAAAAAMDWE2gA0I9AAwAAAAAAgEEJNADoR6ABAAAAAADAoAQaAPQj0AAAAAAAAGBQAg0A+hFoAAAAAAAAMCiBBgD9zOfTKtAAAAAAAABgMAINAPoxQQMAAAAAAIBBCTQA6EegAQAAAAAAwKAEGgD0I9AAAAAAAABgUAINAPoRaAAAAAAAADAogQYA/Qg0AAAAAAAAGJRAA4B+BBoAAAAAAAAMSqABQD8CDQAAAAAAAAYl0ACgH4EGAAAAAAAAgxJoANDPbJbs7CRXrkzXAg0AAAAAAAAGIdAAoJ/Z7GR6RiLQAAAAAAAAYBgCDQD6mc2Svb2Ta4EGAAAAAAAAgxBoANDP6Qkai/cCDQAAAAAAALacQAOAfk4HGjs700QNgQYAAAAAAABbTqABQD+nA41kOuZEoAEAAAAAAMCWE2gA0I9AAwAAAAAAgEEJNADoR6ABAAAAAADAoAQaAPQj0AAAAAAAAGBQAg0A+pnPBRoAAAAAAAAMSaABQD8maAAAAAAAADAogQYA/Qg0AAAAAAAAGJRAA4B+BBoAAAAAAAAMSqABQD8CDQAAAAAAAAYl0ACgH4EGAAAAAAAAgxJoANCPQAMAAAAAAIBBCTQA6EegAQAAAAAAwKAEGgD0I9AAAAAAAABgUAINAPoRaAAAAAAAADAogQYA/Qg0AAAAAAAAGJRAA4B+ZrNkb++T965eTR482Mx+AAAAAAAAoBOBBgB91JrM58+eoFHrZvYFAAAAAAAAHQg0AOhjPp/WswKNJz8HAAAAAACALSTQAKCP2WxanxVofPxx3/0AAAAAAABARwINAPp4VqDx8svTKtAAAAAAAABgiwk0AOjDBA0AAAAAAAAGJtAAoA+BBgAAAAAAAAMTaADQx3w+rQINAAAAAAAABiTQAKAPEzQAAAAAAAAYmEADgD4EGgAAAAAAAAxMoAFAHwINAAAAAAAABibQAKAPgQYAAAAAAAADE2gA0IdAAwAAAAAAgIEJNADoQ6ABAAAAAADAwAQaAPQh0AAAAAAAAGBgAg0A+hBoAAAAAAAAMDCBBgB9CDQAAAAAAAAYmEADgD4EGgAAAAAAAAxMoAFAH4tAY2/vk/cFGgAAAAAAAAxAoAFAHyZoAAAAAAAAMDCBBgB9PCvQ2N1NdnYEGgAAAAAAAGw1gQYAfTwr0EimKRoCDQAAAAAAALaYQAOAPgQaAAAAAAAADEygAUAfs1lSSnLlytOfCTQAAAAAAADYcgINAPqYzabpGaU8/ZlAAwAAAAAAgC0n0ACgj/n87ONNEoEGAAAAAAAAW0+gAUAfiwkaZxFoAAAAAAAAsOUEGgD0IdAAAAAAAABgYAINAPoQaAAAAAAAADAwgQYAfQg0AAAAAAAAGJhAA4A+BBoAAAAAAAAMTKABQB8CDQAAAAAAAAYm0ACgD4EGAAAAAAAAAxNoANCHQAMAAAAAAICBCTQA6EOgAQAAAAAAwMAEGgD0IdAAAAAAAABgYAINAPoQaAAAAAAAADAwgQYAfcxmyd7e2Z8JNAAAAAAAANhyAg0A+jhvgsbRUfLoUd89AQAAAAAAQCdLBRqllNullG8fv3+nlPInx6//VUr5jVLK50op333i/n7bbQNw6ZwXaCSmaAAAAAAAALC1ds97oJTymSR/lOR6ktRaf+uJz/5Lkv+U5OeT/Hat9auN9gnAZbdsoPHKK/32BAAAAAAAAJ0sM0HjYZJfTfLhkzdLKV9I8t1a6/eSfDHJr5VS/qKU8jtn/Ugp5cullHdLKe/eu3fvovsG4LIxQQMAAAAAAICBnRto1Fo/rLX+6IyP/m2S3z9+/40kbyf5QpK3Sik/c8bvfK3W+mat9c39fSegAAxHoAEAAAAAAMDAlpmg8ZRSyqtJbtVa/8/xrT+ttf641vowyV8meWNdGwRgS8znAg0AAAAAAACGtVKgkeSfJvnvT1z/cSnlTinlWpIvJfmrC+8MgO1RqwkaAAAAAAAADG3VQOOfJPkfT1y/k+RbSf5nkj+otf71RTcGwBY5OppWgQYAAAAAAACD2l32wVrr20+8/+enPvtWkp9e37YA2Cqz2bQKNAAAAAAAABjUqhM0AGB5Ag0AAAAAAAAGJ9AAoD2BBgAAAAAAAIMTaADQnkADAAAAAACAwQk0AGhPoAEAAAAAAMDgBBoAtCfQAAAAAAAAYHACDQDaE2gAAAAAAAAwOIEGAO0JNAAAAAAAABicQAOA9gQaAAAAAAAADE6gAUB7i0Bjb+/szwUaAAAAAAAAbDmBBgDtnTdBY3FfoAEAAAAAAMCWEmgA0N55gcbOzjRdQ6ABAAAAAADAlhJoANDeeYFGMh1zItAAAAAAAABgSwk0AGhPoAEAAAAAAMDgBBoAtCfQAAAAAAAAYHACDQDam8+nVaABAAAAAADAoAQaALRnggYAAAAAAACDE2gA0J5AAwAAAAAAgMEJNABoT6ABAAAAAADA4AQaALQn0AAAAAAAAGBwAg0A2pvNklKSK1ee/YxAAwAAAAAAgC0m0ACgvdlsmp5RyrOfEWgAAAAAAACwxQQaALS3CDSeR6ABAAAAAADAFhNoANCeQAMAAAAAAIDBCTQAaE+gAQAAAAAAwOAEGgC0J9AAAAAAAABgcAINANoTaAAAAAAAADA4gQYA7Qk0AAAAAAAAGJxAA4D2ZrNkb+/5zywCjVr77AkAAAAAAAA6EmgA0N6yEzRqTY6O+uwJAAAAAAAAOhJoANDesoFG4pgTAAAAAAAAtpJAA4D2BBoAAAAAAAAMTqABQHsCDQAAAAAAAAYn0ACgvflcoAEAAAAAAMDQBBoAtGeCBgAAAAAAAIMTaADQnkADAAAAAACAwQk0AGhPoAEAAAAAAMDgBBoAtCfQAAAAAAAAYHACDQDaE2gAAAAAAAAwOIEGAO0JNAAAAAAAABicQAOA9gQaAAAAAAAADE6gAUBbtQo0AAAAAAAAGJ5AA4C2jo6mVaABAAAAAADAwAQaALQ1m02rQAMAAAAAAICBCTQAaEugAQAAAAAAAAINABoTaAAAAAAAAIBAA4DGFoHG3t7znxNoAAAAAAAAsMUEGgC0tewEjd3dpBSBBgAAAAAAAFtJoAFAW8sGGqVMUzQEGgAAAAAAAGwhgQYAbS0baCQCDQAAAAAAALaWQAOAtgQaAAAAAAAAINAAoLH5fFoFGgAAAAAAAAxMoAFAWyZoAAAAAAAAgEADgMYEGgAAAAAAACDQAKAxgQYAAAAAAAAINABoTKABAAAAAAAAAg0AGhNoAAAAAAAAgEADgMYEGgAAAAAAACDQAKAxgQYAAAAAAAAINABoTKABAAAAAAAAAg0AGhNoAAAAAAAAgEADgMYEGgAAAAAAACDQAKAxgQYAAAAAAAAINABobDZLSkmuXDn/WYEGAAAAAAAAW0qgAUBbs9k0PaOU858VaAAAAAAAALClBBoAtDWbJXt7yz179WoynyePHrXdEwAAAAAAAHQm0ACgrcUEjWVcvXryHQAAAAAAANgiAg0A2lol0HDMCQAAAAAAAFtGoAFAWwINAAAAAAAAEGgA0Nh8LtAAAAAAAABgeAINANoyQQMAAAAAAAAEGgA0JtAAAAAAAAAAgQYAjQk0AAAAAAAAQKABQGMCDQAAAAAAABBoANCYQAMAAAAAAAAEGgA0JtAAAAAAAAAAgQYAjQk0AAAAAAAAQKABQGMCDQAAAAAAABBoANCYQAMAAAAAAAAEGgA0JtAAAAAAAAAAgQYAjQk0AAAAAAAAQKABQGMCDQAAAAAAABBoANCYQAMAAAAAAAAEGgA0Npsle3vLPSvQAAAAAAAAYEsJNABop9ZPN0FjZyfZ3RVoAAAAAAAAsHUEGgC0c3Q0rcsGGsk0RUOgAQAAAAAAwJYRaADQzmw2rQINAAAAAAAABifQAKCd+XxaBRoAAAAAAAAMTqABQDsmaAAAAAAAAEASgQYALQk0AAAAAAAAIIlAA4CWBBoAAAAAAACQRKABQEsCDQAAAAAAAEgi0ACgJYEGAAAAAAAAJBFoANCSQAMAAAAAAACSCDQAaEmgAQAAAAAAAEkEGgC0JNAAAAAAAACAJAINAFoSaAAAAAAAAEASgQYALQk0AAAAAAAAIIlAA4CWBBoAAAAAAACQRKABQEsCDQAAAAAAAEgi0ACgJYEGAAAAAAAAJBFoANDSItDY21v+OwINAAAAAAAAtpBAA4B2Vp2g8ehRcnTUZk8AAAAAAACwAQINANpZNdBITNEAAAAAAABgqwg0AGhHoAEAAAAAAABJBBoAtDSfT6tAAwAAAAAAgMEJNABoZzFBY3d3+e8INAAAAAAAANhCAg0A2pnNpukZpSz/HYEGAAAAAAAAW0igAUA7i0Dj0xBoAAAAAAAAsIUEGgC0I9AAAAAAAACAJAINAFoSaAAAAAAAAEASgQYALQk0AAAAAAAAIIlAA4CWBBoAAAAAAACQRKABQEsCDQAAAAAAAEgi0ACgJYEGAAAAAAAAJBFoANCSQAMAAAAAAACSCDQAaEmgAQAAAAAAAEkEGgC0JNAAAAAAAACAJAINAFoSaAAAAAAAAEASgQYALV0k0HjwYP37AQAAAAAAgA0RaADQzmyW7O19uu8snjdBAwAAAAAAgC0i0ACgnVUmaJQyTdEQaAAAAAAAALBFBBoAtLNKoJEINAAAAAAAANg6Ag0A2pnPBRoAAAAAAAAQgQYALZmgAQAAAAAAAEkEGgC0JNAAAAAAAACAJAINAFoSaAAAAAAAAEASgQYArdQq0AAAAAAAAIBjAg0A2nj4cIo0BBoAAAAAAAAg0ACgkdlsWgUaAAAAAAAAINAAoBGBBgAAAAAAADy2VKBRSrldSvn28fvPlVK+W0r5k+PX/vH9Pyyl/Fkp5TdbbhiAS0KgAQAAAAAAAI+dG2iUUj6T5I+SXD++9fNJfrvW+vbx614p5ZeTXKm1vpXkp0opb7TbMgCXgkADAAAAAAAAHltmgsbDJL+a5MPj6y8m+bVSyl+UUn7n+N7bSb5+/P6bSX7h9I+UUr5cSnm3lPLuvXv3LrZrAF58Ag0AAAAAAAB47NxAo9b6Ya31R0/c+kamIOMLSd4qpfxMpuka3zv+/IdJbp/xO1+rtb5Za31zf3//whsH4AUn0AAAAAAAAIDHdlf4zp/WWj9OklLKXyZ5I8lHSV45/vxGlpvMAcA2E2gAAAAAAADAY6uEFH9cSrlTSrmW5EtJ/irJd3JyrMnPJvnb9WwPgEtLoAEAAAAAAACPrTJB450k30oyS/IHtda/LqW8l+TbpZTXkvxSki+ucY8AXEYCDQAAAAAAAHhs6UCj1vr28fqtJD996rMPSylvJ/nFJL9ba/3RGvcIwGW0CDT29j79d69eTebz5NGjZMepWQAAAAAAAFx+q0zQOFOt9e+TfH1dvwfAJXfRCRqL33j55fXtCQAAAAAAADbEP0sGoI11BBqOOQEAAAAAAGBLCDQAaGM+n1aBBgAAAAAAAAg0AGjEBA0AAAAAAAB4TKABQBsCDQAAAAAAAHhMoAFAGwINAAAAAAAAeEygAUAbAg0AAAAAAAB4TKABQBsCDQDgou7e3fQOAAAAAGBtBBoAtCHQAAAu6p13Nr0DAAAAAFgbgQYAbQg0AICL+Ju/2fQOAAAAAGCtBBoAtLEINHZ3P/13BRoAMK67d5NSkjfemK5LmV6OOwEAAADgkhNoANDGbDZNzyjl039XoAEA47p7N6k1+ZVfma5rnV4CDQAAAAAuOYEGAG0sAo1VCDQAgPv3p7XWze4DAAAAANZEoAFAGwINAOAiFoHG4eFm9wEAAAAAayLQAKANgQYAcBGLQOPHP97sPgAAAABgTQQaALQh0AAALmIxOUOgAQAAAMCWEGgA0IZAAwC4CBM0AAAAANgyAg0A2hBoAAAXIdAAAAAAYMsINABoYzZL9vZW++6VK9NLoAEA43LECQAAAABbRqABQBsXmaCRTFM0BBoAMKZaTdAAAAAAYOsINABoYz4XaAAAq/n44ynSSAQaAAAAAGwNgQYAbZigAQCsajE9IxFoAAAAALA1BBoAtHHRQOPllwUaADCqw8OT9x99tLl9AAAAAMAaCTQAaMMEDQBgVSZoAAAAALCFBBoAtCHQAABWJdAAAADg07h7d9M7AFiKQAOANgQaAMCqBBoAAAB8Gu+8s+kdACxFoAFAGwINAGBVh4cn7wUaAAAAPM+v//qmdwCwNIEGAG0INACAVS0maNy8KdAAAADgbHfvJqUkv/d703Up08txJ8ALTKABQBsCDQBgVYtA4yd/UqABAADA2e7eTWpN7tyZrmudXgIN4AUm0ACgDYEGALCqRaBx+7ZAAwAAgGd7+DB5//3p/YMHm90LwBIEGgC0IdAAAFZ1eDitAg0AAACe54MPkkePpvf37m12LwBLEGgAsH61CjQAgNWZoAEAAMAyDg5O3n/wweb2AbAkgQYA6/fw4RRpCDQAgFXcv5+UkuzvT+8fPtz0jgAAAHgRCTSAS0agAcD6zWbTKtAAAFZxeJhcv57cvHlyDQAAAKcJNIBLRqABwPoJNACAi7h/P7l27STQcMwJAAAAZxFoAJeMQAOA9RNoAAAXIdAAAABgGe+9l9y6lbz8skADuBR2N70BALbQItDY21v9N65eTR49So6Okl3/uQKAoQg0AAAAWMbBQfK5zwk0gEvD33gBsH7rmqCRTFM0BBoAMJbDw+T6dYEGAAAAz3dwkLz2WnLlikADuBQccQLA+s3n07quQAMAGMtigsaNG9O1QAMAAICzLAKNW7cEGsClINAAYP3WPUEDABiLI04AAAA4z9HRFGXcuSPQAC4NM+MBWD+BBgBwEffvO+IEAACA53v//aTWaYLGgwdToFFrUsqmdwbwTCZoALB+Ag0A4CIOD03QAAAA4PkODqZ1ccTJbJZ8+OFm9wRwDoEGAOsn0AAALmJxxMn169O/fBJoAAAAcNrpQCNxzAnwwhNoALB+Ag0A4CIWgUYpyY0bAg0AAACeJtAALiGBBgDrJ9AAAFZV6xRoXL8+Xd+8mXz00Wb3BAAAwIvn4CDZ2ZniDIEGcEkINABYP4EGALCqBw+mSOPaten65k0TNAAAAHjawUFy+3Zy5YpAA7g0BBoArJ9AAwBY1f370yrQAAAA4Hnee2863iRJ9venVaABvOAEGgCsn0ADAFiVQAMAAIBlHBycBBovvZS8+qpAA3jhCTQAWD+BBgCwqsPDab1+fVoFGgAAAJzlyUAjmY45EWgALziBBgDrJ9AAAFZ1eoLGjRsCDQAAAD5pNkvu3RNoAJeOQAOA9RNoAACrcsQJAAAA5/n+96f1zp2TewIN4BIQaACwfgINAGBVi0DDEScAAAA8y3vvTasJGsAlI9AAYP0EGgDAqg4Pp/XJCRoPHiRHR5vbEwAAAC+Wg4NpPR1o/OAH/v8j8EITaACwfotAY3d39d8QaADAmM464iQxRQMAAIATzwo0ap0iDYAXlEADgPWbzabpGaWs/ht7e9Mq0ACAsQg0AAAAOM/BQXLlSrK/f3Lv1q1pff/9zewJYAkCDQDWbzY7CSxWVco0RUOgAQBjWQQa169P6yLQ+OijzewHAACAF8/BQXLnTrLzxF913r49rR98sJk9ASxBoAHA+s3n0wSNixJoAMB4Dg+n1QQNAAAAnmURaDxpMUFDoAG8wAQaAKzf4oiTixJoAMB47t+f/gXU4n9LCDQAAAA47b33ktde++Q9gQZwCQg0AFg/gQYAsKr796fpGaVM1wINAAAATjs4eDrQePXVZHdXoAG80AQaAKyfQAMAWNXhYXL9+sm1QAMAAIAnffxx8oMfPB1o7Owk+/sCDeCFJtAAYP0EGgDAqhYTNBZu3JhWgQYAAADJdLxJ8nSgkUzHnAg0gBeYQAOA9RNoAACrOh1omKABAADAkw4OplVM/mmEAAAgAElEQVSgAVxCAg0A1k+gAQCs6nSg8cor05hagQYAAADJyQSNO3ee/kygAbzgBBoArJ9AAwBY1eFhcv36yXUp0xQNgQYAAACJCRrApSbQAGD9BBoAwKpOT9BIBBoAAACcODhI9vaSn/iJpz+7dWsK/w8P++8LYAkCDQDWT6ABAKxKoAEAAMDzHBxMx5vsnPHXnLduTeu9e333BLAkgQYA6yfQAABWdf/+J484SQQaAAAAnDg4OPt4k+Qk0HDMCfCCEmgAsH4Cjf/P3t3HyHXf973/HO6u+TBLUuQ+UEvKEiWZkijKJqPKhqOH1nASA34oahduDTdJ7UZyLy6KW1wYt8gFDNTLts6/xUX+uEEo17HTJoWTIkEN2k3gOk24lp1Kvt7lUrK1K5GitJwlxdXOkNwZrvfp3D++Oh1yubM755zfeZhz3i9g8NuZnTnzI/fpnN/5nO8XAABE1WhsXEFjYSGb+QAAAAAA8mV21ipobISABoCcI6ABAHCPgAYAAIiKFicAAAAAgM1QQQNAFyOgAQBwj4AGAACIwvcJaAAAAAAA2rt5U6rV2gc0hoZsJKABIKcIaAAA3COgAQAAorh508ZK5fbHCWgAAAAAACRrbyK1D2hUKnYjoAEgpwhoAADcI6ABAACiaDZtXF9Bo7+fgAYAAAAAwNqbSO0DGpK1OSGgASCnCGgAANxzGdBYWrJy5wAAoPjaBTR277Z9gqWl9OcEAAAAAMgPAhoAuhwBDQCAe0tLUl9f/O1s397aHgAAKL7NAhoSVTQAAAAAoOyCFicjI+2fQ0ADQI4R0AAAuLe87K6ChkSbEwAAyqLRsLFSuf1xAhoAAAAAAMkqaLznPdL+/e2fQ0ADQI4R0AAAuLW6Kq2tEdAAAADhUUEDAAAAALCZatXam3he++cMD0tXr9o6NQDkDAENAIBbQTsSAhoAACAsAhoAAAAAgM0EAY3NDA9LKytSvZ7OnAAgBAIaAAC3CGgAAICogoAGLU4AAAAAABvpJKBx4ICNtDkBkEMENAAAbhHQAAAAUTUaNraroLGwkO58AAAAAAD5MjsrjYxs/pzhYRsJaADIIQIaAAC3CGgAAICoaHECAAAAAGin0ZCuXeusxYlEQANALhHQAAC4RUADAABERUADAAAAANDO7KyNnQY0rlxJdj4AEAEBDQCAWwQ0AABAVEFAo1K5/XECGgAAAACAatXGrQIaAwOS51FBA0AuEdAAALhFQAMAAETVaEg9PVJf3+2Pv+c9Um8vAQ0AAAAAKLNOAxq9vRbSIKABIIcIaAAA3CKgAQAAomo2rb2J593+uOdZFQ0CGgAAAABQXp0GNCRrc0JAA0AOEdAAALhFQAMAAEQVBDQ2QkADAAAAAMptdlbasUPau3fr5xLQAJBTBDQAAG4R0AAAAFE1GlKlsvHnCGgAAAAAQLlVq1Y9Y33VxY0Q0ACQUwQ0AABuEdAAAABRUUEDAAAAANBOENDoBAENADlFQAMA4BYBDQAAEBUBDQAAAABAO2EDGvV6a70aAHKCgAYAwC0CGgAAICoCGgAAAACAdsIGNCTp6tXk5gMAERDQAAC4RUADAABE1WhIlcrGn9u9W1pYSHc+AAAAAIB8uHHDjglHRjp7fhDQoM0JgJwhoAEAcIuABgAAiIoKGgAAAACAjczO2hi2ggYBDQA5Q0ADAOBWENDo64u/rZ4euxHQAACgHDoJaPh+unMCAAAAAGSvWrWRgAaALkdAAwDg1vKyjS4qaEhWRYOABgAA5dBsbt7iZGWF/QIAAAAAKCMCGgAKgoAGAMAtly1OJAIaAACUSaPRvoJGf7+NtDkBAAAAgPIJG9DYs8fWqAloAMgZAhoAALcIaAAAgCjW1qSbNzdvcSIR0AAAAACAMpqdtYqLwbHhVjzPqmgQ0ACQMwQ0AABuEdAAAABRLC7aSEADAAAAALBetSqNjFjwolMENADkEAENAIBbQUCjr8/N9ghoAABQDo2GjZXKxp8noAEAAAAA5VWtdt7eJEBAA0AOEdAAALi1tGThjDBJ5s0Q0AAAoByaTRupoAEAAAAAWI+ABoCCIKABAHBracldexOJgAYAAGVBQAMAAAAAsBHfjxfQ8P1k5gUAERDQAAC4RUADAABEQUADAAAAALCR69ftmDFKQGNxUVpYSGZeABABAQ0AgFsENAAAQBSNho2VysafDwIaLKwBAAAAQLnMztoYNqBx4ICNtDkBkCMENAAAbhHQAAAAUVBBAwAAAACwkWrVxpGRcK8bHraRgAaAHCGgAQBwi4AGAACIYquARl+f7RcQ0AAAAACAcgkCGlFanEgENADkCgENAIBbBDQAAEAUQUCjXYsTyapoENAAAAAAgHKhggaAAiGgAQBwi4AGAACIotGwsV0FDUnq7yegAQAAAABlU61aYD9ofdmpoSEbCWgAyBECGgAAtwhoAACAKLZqcSJRQQMAAAAAymh2Nnx7E8nWlvfula5ccT8nAIiIgAYAwC0CGgAAIAoCGgAAAACAjVSr4dubBIaHqaABIFcIaAAA3CKgAQAAomg2pd7ezfcjCGgAAAAAQPlUq9EqaEgENADkDgENAIBbBDQAAEAUjcbm1TMkAhoAAAAAUDa+T0ADQKEQ0AAAuJVEQGN11W4AAKC4mk0CGgAAAACA29Xr0uIiAQ0AhUFAAwDg1vKy1Nfnbnvbt9tIFQ0AAIqNgAYAAAAAYL1q1cY4AY25OS4ABJAbBDQAAG4lUUFDIqABAEDRNRpSpbL5c3bvlhYWrMQtAAAAAKD4ZmdtjBPQ8H3pnXfczQkAYiCgAQBwi4AGAACIotMKGmtr0s2b6cwJAAAAAJCtoILGyEi01w8P20ibEwA5QUADAOAWAQ0AABBFpwENiTYnAAAAAFAWBDQAFAwBDQCAWwQ0AABAFAQ0AAAAAADrVavS3r1bt8Rsh4AGgJwhoAEAcIuABgAAiKLR2HrBrb/fRgIaAAAAAFAO1ap08GD01xPQAJAzBDQAAG4R0AAAAFFQQQMAAAAAsN7sbLyAxv790rZtBDQA5AYBDQCAWwQ0AABAFAQ0AAAAAADrVavSyEj012/bJg0NEdAAkBsENAAA7qyuSmtrBDQAAEB4zebWLU4IaAAAAABAefh+/BYnkrU5IaABICcIaAAA3FlaspGABgAACGNtTbp5kwoaAAAAAICW+XlbcyagAaBACGgAANwhoAEAAKK4edNGAhoAAAAAgEC1aiMBDQAFQkADAOAOAQ0AABBFs2njVgGN/n4bCWgAAAAAQPHNztpIQANAgRDQAAC4Q0ADAABE0WjYWKls/rzeXmnnTgIaAAAAAFAGripoHDhgx5FB9UYAyBABDQCAOwQ0AABAFJ1W0JCszcnCQrLzAQAAAABkLwhojIzE287wsI1Xr8bbDgA4QEADAOAOAQ0AABBF2IAGFTQAAAAAoPiqVWnfPmnHjnjbCQIatDkBkAMENAAA7hDQAAAAURDQAAAAAACsV63Gb28iEdAAkCsENAAA7hDQAAAAUTQaNlYqWz+3v5+ABgAAAACUAQENAAVEQAMA4E4SAY1gWwQ0AAAoLipoAAAAAADWm50loAGgcDoKaHied8DzvDPvfnyv53n/w/O8H3ie9/ueOeR53sy7j/8Pz/OGkp02ACCXlpdt7Otzt03Ps5AGAQ0AAIqLgAYAAAAA4FZraxbQGBmJv61KxY43CWgAyIHerZ7ged4+Sd+UFNSa/d8k/e++7//M87zvSXq/pPdJ+prv+/9vYjMFAORfEhU0JGtzQkADAIDiCgIanbQ4IaABAAAAAMX3zjt2QaCLChqSVdEgoAEgBzqpoLEq6XOSrkuS7/tf8X3/Z+9+bkDSnKQPS3rO87z/z/O830lkpgCA/COgAQAAomg0bKSCBgAAAABAkqpVG10GNK5ccbMtAIhhy4CG7/vXfd+/tv5xz/M+J+ll3/erkr4n6SOSPijplz3P+8AGz//nnue95HneS1evXo0/cwBA/hDQAAAAUYRtcbKwYOVuAQAAAADFlERAgwoaAHKgkwoad/A87wFJ/5ek//Pdh17wff+G7/urkn4q6cj61/i+//u+7z/h+/4TQ0NDkScMAMgxAhoAACCKZlPq7ZX6+rZ+7u7dNgZVNwAAAAAAxTM7ayMBDQAFEzqg4XnePkl/LOm3bqms8Ree5414nrdL0scknXM4RwBAtyCgAQAAomg2pUqls+cGAQ3anAAAAABAcQUVNO6+2832goCG77vZHgBE1BvhNf+3pHsl/a7neZL0VUknJf2VpCVJv+f7/qvOZggA6B4ENAAAQBSNRmftTaRWQGNhIbn5AAAAAACyVa1KAwO2NuzC8LC0siLV69K+fW62CQARdBzQ8H3/I++Ovy3ptzd4yiOO5gQA6FYENAAAQBTNZviABhU0AAAAAKC4qlV37U0kC2hIVkWDgAaADIVucQIAQFsENAAAQBQENAAAAAAAt0oyoAEAGSKgAQBwh4AGAACIotGQKpXOntvfbyMBDQAAAAAoLgIaAAqKgAYAwB0CGgAAIAoqaAAAAAAAAmtr0uXLBDQAFBIBDQCAO0FAo6/P7XYJaAAAUGwENAAAAAAAgatXpdVVtwGNwUEbCWgAyBgBDQCAO0tLFs7wPLfbJaABAECxNZudtzghoAEAAAAAxVat2jgy4m6bfX3S/v0ENABkjoAGAMCdpSX37U0kAhoAABRdo9F5BY3+fhsJaAAAAABAMQUBDZcVNCRrc0JAA0DGCGgAANwhoAEAAKII0+Jk2zartkFAAwAAAACKiYAGgAIjoAEAcIeABgAAiCJMQEOyNicENAAAAACgmGZnbbz7brfbJaABIAcIaAAA3EkyoLG46H67AAAge2tr9ne+Uun8NQQ0AAAAAKC4qlULU/T1ud0uAQ0AOUBAAwDgTpIBjaUlyffdbxsAAGSr2bQxbAWNhYVk5gMAAO40Opr1DAAAZVKtSiMj7rd74IA0Py8tL7vfNgB0iIAGAMCd5eXkAhqShTQAAECxRA1oUEEDAID0nDyZ9QwAAGVSrUoHD7rf7vCwjXNz7rcNAB0ioAEAcGdpyX3ZOakV0PjFL9xvGwAAZIuABgAA+fbv/33WMwAAlE3SAQ3anADIEAENAIA7SbY4kQhoAABQRI2GjZVK56/p7yegAQBA0kZHJc+Tvvxlu+95dqPdCQAgSaur0pUrBDQAFBYBDQCAOwQ0AABAWFTQAAAgn0ZHJd+XPv1puz87a/cJaAAAkvT229LaGgENAIVFQAMA4A4BDQAAEBYBDQAA8q1et/Hq1WznAQAoh2rVRgIaAAqKgAYAwB0CGgAAIKyoAY1m00rfAgCAZBHQAACkKQhojIy43/bevVJfHwENAJkioAEAcIeABgAACKvRsLFS6fw1u3fbuLDgfj4AAOB2tZqNBDQAAGlIsoKG51kVDQIaADJEQAMA4A4BDQAAEFbUChoSbU4AAEgDFTQAAGmqVi1IceBAMtsnoAEgYwQ0AADuENAAAABhEdAAACC/Vlela9fsYwIaAIA0zM5aOKO3N5ntE9AAkDECGgAAdwhoAACAsIKARpQWJwQ0AABI1vXrrY8JaAAA0lCtJtPeJDA8LF25ktz2AWALBDQAAO4Q0AAAAGE1Gjbu3Nn5awhoAACQjlqt9TEBDQBAGqpVaWQkue0HFTR8P7n3QP6MjmY9A+B/IaABAHCHgAYAAAir2ZT6+uzWqSCgsbCQzJwAAICp11sfE9AAAKQhjQoaN2+2LhZA8a2uSidPZj0L4H8hoAEAcIeABgAACKvZlHbtCvcaKmgAAJCOIKAxMEBAAwCQvJUVq26RdEBDsvdB8a2uSh/4QNazAG5DQAMA4A4BDQAAEFazKVUq4V7T328jAQ0AAJIVtDh56CECGgCA5F25Yq1HCGjAhdFRqbdXeuUVu+95dqPdCTLWm/UEAAAFQkADAACE1WhQQQMAgLwKKmg89JD0t38rra1J27jmDwCQkGrVRgIacGF0VDp7VvqzP7P7vp/pdIAAe9MAADdWV22hhoAGAAAII0qLk0rFrnohoAEAQLKCChpHjtgx//x8tvMBABQbAQ24dPmy9J3vZD0L4A4ENAAAbiwt2UhAAwAAhBEloOF51uaEgAYAAMmq161ixv33233anAAAkhQENEZGknuPoSEbCWgU3ze/Ka2sSE891WqVCuQAAQ0AgBsENAAAQBSNhlXECGv3bgIaAAAkrVaT7rqrdbUxAQ0AQJKqVQsGBn93krBzpx1PEtAoNt+Xnn9eevpp6cknpeVlWpwgNwhoAADcSDKg0dtrO+YENAAAKJ4oFTQkAhoAAKShXpf27WtdbUxAAwCQpGpVuvtuqacn2fcZHiagUXR/8zfSa69JX/qSNDBg5xaazaxnBUgioAEAcGV52ca+vmS2v307AQ0AAIqIgAYAAPkVVNAgoAEASMPsrHTwYPLvQ0Cj+E6dkvbulT77WQtoSNI772Q7J+BdBDQAAG4kWUFDIqABAEBRNZu0OAEAIK+CChqDg3afgAYAIEnVKgENxFerSX/6p9Kv/7pdEBLsx8zNZTsv4F0ENAAAbhDQAAAAUTQaVNAAACCv6nWroPGe99hVqAQ0AABJqlalkZHk3+fAAQIaRfYf/6OdS3juObtPBQ3kDAENAIAbBDQAAEAUcVqcLCy4nw8AAGip1ayChmRtTghoAACSsrRkf2fSqqBx9aq0tpb8eyFdvm/tTR5/XPqlX7LHCGggZwhoAADcIKABAADCWl21v+9U0AAAIJ+CChoSAQ0AQLIuX7YxrYDG2po0P5/8eyFdL70kTU5KX/pS6zECGsgZAhoAADcIaAAAgLBu3rSxUgn/2v5+AhoAACRpcdFuBDQAAGmYnbUxrYCGRJuTIjp1yi4C+fznW4/t32/j3Fw2cwLWIaABAHCDgAYAAAir0bAxagWNxUVpZcXtnAAAgKnXbaTFCQAgDdWqjQQ0ENXCgvTHfyz9438s7d3beryvz+5TQQM5QUADAOAGAQ0AABBWs2lj1ICGRBUNAACSUqvZeGsFjbk56+0OAIBrBDQQ17e/bSGN556783MDAwQ0kBsENAAAbhDQAAAAYRHQAAAgvzaqoLG8LF27lt2cAADFVa1Kvb3S4GDy70VAo5hOnZKOHpWefPLOzxHQQI4Q0AAAuEFAAwAAhBW0OKlUwr+WgAYAAMkKAhq3VtCQaHMCAEhGtSrdfbe0LYVTl/v32/sQ0CiOc+ekH//Yqmd43p2fHxwkoIHcIKABAHCDgAYAAAiLChoAAORX0OLk1goaEgENAEAyqtV02ptIUk+PnbAnoFEczz8v9fVJv/mbG39+YMBatQE5QEADAOAGAQ0AABAWAQ0AAPKLChoAgDTNzqYX0JCszQkBjWJYXJT+8A+lz3ymtb+yHi1OkCMENAAAbhDQAAAAYRHQAAAgv4IKGgQ0AABpSLOChkRAo0j+/M+l+Xlrb9LOwICtHwTnMYAMEdAAALhBQAMAAITVaNhYqYR/LQENAJBGR7OeAYqsXpd27rTjcYmABgAgOb/4hVU3IKCBKE6dkg4fln7lV9o/Z2DAxvn5VKYEbIaABgDADQIaAAAgLBcVNBYW3M0HALrJ6qp08mTWs0CR1Wqt6hmShTUqFQIaAAD3ZmdtHBlJ7z0JaBTD669LP/iB9Oyz0rZNTnsPDto4N5fOvIBNENAAALhBQAMAAIRFixMAiO4zn8l6Bii6el3at+/2x4aGCGgAANyrVm1Mu4LGtWvS4mJ67wn3vv51C2Z88YubPy+ooPHOO4lPCdgKAQ0AgBsENAAAQFhxAho7dtgiDAENAGUzOip5nvSd79h9z7Mb7U7gWr1+ewUNiYAGACAZQQWNtAMaEn/XutnKivSNb0if+IR0zz2bP5eABnKkN+sJAAAKIgho9PUls/3t262E7+qq1NOTzHsAAIB0NRoW7uyNcGjqeVZFg4AGgLIZHbX+2n/379p93890OiiwWu3OUvNDQ9Lly9nMBwBQXFlV0JCszcl735ve+8Kd737X9kuee27r5xLQQI5QQQMA4Mbysp1c8bxktr99u41U0QAAoDiazWjVMwIENACU1dhY1jNAGVBBAwCQlmrVLvwLTqKn4daABrrTqVMWJv3kJ7d+bvC9NTeX7JyADhDQAAC4sbSUXHsTiYAGAABFREADAKK5NaARVDMEXKvV2gc0qNwCAHCpWrUT7Uld/LcRAhrd7dIlq6DxxS92VpVz1y5p504qaCAXCGgAANwgoAEAAMJqNqVKJfrrCWgAKKO1NemHP2wdI83PZzsfFNPamnTtmrRv3+2PDw1Ji4vWpgwAAFeq1XTbm0gENLrdN75h+yvPPtv5awYGCGggFwhoAADcIKABAADCajSooAEAYZ07ZyfOf+3X7D5lmpGEGzfspMdGFTQk2pwAANyanU0/oNHfL+3YQUCjG62tSV//uvTRj0oPPtj56whoICcIaAAA3CCgAQAAwqLFCQCEF7Q3+fSnbWSRGUmo123cqIKGREADAOBWFhU0PM+qaBDQ6D4/+IH0xhvSc8+Fex0BDeQEAQ0AgBsENAAAQFgENAAgvLExO4HxxBN2nwoaSEIQ0KCCBgAgaTdvSrVa+gENiYBGtzp1Stq/X/rMZ8K9bnCQfWfkAgENAIAbBDQAAEBYjYZUqUR/PQENAGU0NiY984wtMEssMiMZtZqNVNAAACRtdtZGAhroxNyc9Gd/Jv3mb1qLmjCooIGcIKABAHCDgAYAAAjLRQWNhQV38wGAvLt4UXrrLenpp22BWWKRGcmgggYAIC3Vqo0jI+m/94EDBDS6zR/+obS8HL69iWT7z7WatLbmfl5ACAQ0AABuENAAAABhuQhoLC3ZDQDKYGzMxqeftisG+/upoIFktKug0d9vx+cENAAArgQBjSwraPh++u+N8Hzf2pt8+MPSY4+Ff/3AgIUzgiAqkBECGgAANwhoAACAsJrNeC1O+vttpM0JgLIYG5P27JHe/367PzBAQAPJaFdBw/OsigYBDQCAK1m3OFlakq5fT/+9Ed6PfiT97GfRqmdItAhEbhDQAAC4QUADAACE1WjEr6AhEdAAUB5jY9KTT0o9PXZ/cJAWJ0hGrWZhjD177vwcAQ0AgEvVqq39rq/alIbhYRtpc9IdTp2yCzU+97lor6dFIHKCgAYAwA0CGgAAIIyVFdt/IKABpGt0NOsZIKr5eencOWtvEhgc5ApAJKNel/bulbZtsHxMQAMA4FK1atUzPC/99yag0T2uXZO+/W3p859vVdMMi4AGcoKABgDADQIaAAAgjJs3bSSgAaTr5MmsZ4CoXnjBxlsDGrQ4QVJqtTvbmwQIaAAAXKpWpZGRbN6bgEb3+M//2dqkRm1vIhHQQG4Q0AAAuEFAAwAAhNFs2lipRN8GAQ2gc8vL0r/9t1nPAnGMjUl9fdKHPtR6jBYnSEq93r7UPAENAIBLQQWNLBDQ6B6nTkkf+ID0wQ9G38bgoI3sPyNjBDQAAG4Q0AAAAGE0GjZSQQNI3uio7av/639t9z3PbrQ76S5jY9ITT0g7d7YeGxy0cs/Ly9nNC8VUr29eQWNhQVpcTHdOAIBimp3NLqARnLAnoJFvP/2p9JOfWPWMOK1w9uyRenupQIfMEdAAALhBQAMAAIQRVNAgoAEkb3RU+r3fa933fbsR0Ogei4vSiy/e3t5EokwzklOrbV5BQ6KKBgAgvkbDwqZZBTTe8x77e0dAI9+ef97OD/zGb8TbjudJ+/ez74zMEdAAALhBQAMAAIRBQANI19RU1jNAHC++aMdc6wMalGlGUraqoCER0AAAxDc7a2NWAQ3J2pwQ0MivZlP6T/9J+uxn24dHwxgYYN8ZmSOgAQBwI+mARrBtAhoAABRD0OKkUom+DQIaQOemp2186qls54FoxsZsXP/1CypoUKYZrtVqBDQAAMmrVm0koIF2/st/sSorzz3nZnsENJADBDQAAG4sLycb0Ni2TerrI6ABAEBRuKigsX277R8sLLiZE1BkQQWNY8eynQeiGRuTHn20FcgIBBU0CGjApaUl+ztNixMAQNKCgMbISHZzIKCRb6dOSe97n/T3/p6b7Q0Osu+MzBHQAAC4sbRkJ0iStH07AQ0AAIrCRUBDsioaVNAANreyIr3+un1cq2U7F4S3uir98Id3tjeRaHGCZNTrNm5VQYOTWQCAuKiggc28+qp05oxVz/A8N9ukggZygIAGAMCNpFucSAQ0AAAoElcBjf5+AhrAVi5etJCGRECjG738spV13iigQYsTJCEIaLSroHHXXVJvLxU0AADxzc5KO3dKe/dmN4fhYTthH+wvIz++/nXb5/jCF9xtMwho+L67bQIhEdAAAMS3umo3AhoAAKBTjYaNlUq87VBBA9ha0N7krrsIaHSjsTEbNwpo7Nhhv0e5ChAubVVBw/OsegsBDQBAXNWqVc9wVR0hiuFhO1nP/lS+LC1Jf/AH0t//+9Ldd7vb7sCAbTtYkwAyQEADABDf8rKNBDSAcEZHs54BAGSHFidAeoKAxoc+RECjG42NSYcOSYcPb/x5+mjDteD3RLsKGpK1OSGgAQCIKwhoZGl42MYrV7KdB273G79h+xpf+pLb7dIiEDlAQAMAEN/Sko0ENIBwTp7MegYAkB0CGkB6pqetbPRDD0nz81nPBmH4vvXdfvrp9leWDgwQ0IBbW1XQkAhoAADcyFNA4+23s50HbvcnfyLdc4/0sY+53S4tApEDBDQAAPER0ADCu3Ah6xkAQLaaTfvb3tMTbzsENICtTU1JR47Y1fDXrklra1nPCJ16801pZmbj9iaBwUGuAIRbQQUNAhoAgKRVq9LISLZzIKCRP2++aeNv/Vb8NYP1goAG+8/IEAENAEB8BDSAzo2O2tWPDzxg9z3PbrQ7AVA2jUb86hkSAQ2gE1NTVj1j3z6ryHDtWtYzQqfGxmzcKqDBFYBwKbwe2esAACAASURBVKigQYsTAECSbtyQFhaooIGWYN30vvvs/r/5N+7XTQloIAcIaAAA4iOgAXRudNROjHz5y3b/3Dm7T0ADQNk0mwQ0gDQsLtoVaEFAQ2pdHY/8GxuT9uyR3v/+9s+hxQlcq9Xs+H7HjvbPGRqysFewHgAAQFizszZmHdC46y6pt5eARh4E66b/8l/a/dVV9+umg4M2EtBAhghoAADiI6ABhBecGLlyJdt5AEBWXAc0fD/+toAiev11+/kIWpxIBDS6yZkz0pNPbl7aeXDQTpQvL6c3LxRbvW6/Lzyv/XOGhmwkHAQAiKpatTHrgMa2bfZ3jYBGfoyP27gtgdPYwTER+zDIEAENAEB8BDSA8IITIxz8ASirZlOqVOJvZ/duu6pmcTH+toAimpqykQoa3Wd+Xnr55c3bm0itqwDn55OfE8qhXreriTcTBDRocwIAiCovAQ3J2pywRpcPvi9NTEhPPJHM9nt7bT+HChrIEAENAEB8BDSA8KigAaDsGg13FTQk2pwA7UxP20gFje7zwgs2bhXQCPpocxUgXKnVWr8v2iGgAQCIKwhojIxkOw9JOnCAgEZeXLxo1eGeey659xgYIKCBTBHQAADER0ADCI+ABoCyc9niRJIWFuJvCyiiqSm7InDvXmn/fnuMgEZ3GBuT+vqkD31o8+fRRxuuUUEDAJCG2Vmrqhgc02WJChr5EbQ3OXEiufcgoIGMEdAAAMRHQAMIjxYnAMrOVUCjv99GKmgAG5uasvYmEhU0us3YmJV23rlz8+cFAQ0qaMCVWo2ABgAgedWqtTfxvKxnQkAjTyYm7HvisceSe4/BQQIayBQBDQBAfAQ0gPCCHuFU0ABQVo2GXS0VFy1OgM1NT7cCGjt32j47AY38W1yUXnxx6/YmEi1O4F69vnWLk/377eQJAQ0AQFRBQCMPhoftGLXRyHomGB+34xcX6wXtDAyw74xMEdAAAMRHQAMIZ3m5dcBHOh9AWblucUJAA7jT9evS5cvSkSN23/PspCsBjfx78UU7zgoT0OAqQLjg+51V0Ojpse89AhoAYEZHs55B96lW87P/MjxsI3/XsjcxkWx7E4kWJ8gcAQ0AQHwENIBwbj0pQgUNAGVFQANI3vS0jUEFDYmARrcYG7Pxqae2fu7Onfb7lKsA4UKjIa2ubl1BQ7I2J5zIAgBz8mTWM+guvm8BjXPnsp6JCQIaXEiVrXpdunBBOn482fcZGJAWFlrnNYCUEdAAAMSXdkDD95N9HyBpwUmRkRELaPA9DaCMmk1anABJI6DRvcbGpEcfbVXH2MrgIAENuFGv27hVBQ2JgAYABL73vaxn0H2uX7djwrwgoJEPZ8/amHQFjcFBG6migYwQ0AAAxLe8bGMaAY1b3w/oVsFJkYcftv7iCwvZzgcA0rayYgFPKmgAyZqasvHBB1uPEdDIv9VV6Yc/7Ky9SWBwkAVmuBH8fqCCBgBsbXTUWsh94hN23/PsRruTzY2O3h4EzMP/GwGNfJiYsDGNChoSAWdkhoAGACC+oIJGX1+y7xMENGhzgm4XLHo+8oiNtDkBUDbBlVIENIBkTU9L995rLTACBDTy7+WXpWvXwgU0BgZYYIYbVNAAgM6NjtqFZMGa5c2bViWVgMbmRkelv/zL1n3fz/7/bWjIRgIa2Roft6/FyEiy7xMENAg4IyMENAAA8aXZ4kQioIHud2sFDYmDPwDl4zKg0ddn+wgENIA7TU3d3t5EIqDRDcbGbHzmmc5fQwUNuBL8fug0oDE/b1VfAKCsXnuttVb5859nO5duculS1jO43a5dUn8/a3RZm5iw6hmel+z7ENBAxghoAADiI6ABhEMFDQBlFwQ0KhU329u9m4BGUrj6r3v5vgU0jhy5/fF9++wK+bW1bOaFrY2NSYcOSffd1/lrBgepoAE3ggoanbY48X1ObgAot8nJ1scvv5zdPLpNEND4yleyncethocJaGRpZUU6d046cSL59yKggYwR0AAAxEdAAwhnfQUNAhoAyqbRsNFFBQ2JgEZSVlelkyezngWieucdO9G6UQUN35euX89mXtic70tnzlh7kzBXDg4M2Nd7ZSW5uaEcwlbQkGhzAqDczp6Vtm2TensJaIQxM2MB03/377KeSQsBjWy9+qqt+6cZ0CDgjIwQ0AAAxEdAAwinVrOTkvfcY/c5+ANQNi5bnEgW0FhYcLMttHz1q1nPAHFMTdm4UUBDos1JXr35pp2wePrpcK8bHLRxft79nFAuQQWNvXu3fi4BDQCwChoPP2xVywhodO7SJasYlicENLI1Pm7j8ePJv9fOnbYeQQUNZISABgAgviCg0deX7Pvs2GEjAQ10u1rNTo709Un791NBA0D5uA5o9PdTQcOl0VG7cv9rX7P7nmc32p10lyCgsVGLE4kT+Xk1NmbjM8+Ee10Q0OAqQMRVq1nwsbd36+cS0AAAC2i8//3SsWMENMKYmWlduJQXBDSyNTFhF2gGFYeTNjBAQAOZIaABAIhvackWb7Yl/GeFChooiiCgIUkHDnDwB6B8ghYnlYqb7dHixK3RUWuzEJwg/p//0+4T0Ogu09O2j3748O2PU0Ej38bGpD17pMceC/c6yjTDlXq99XtiKwQ0AJTdwoJ0/nwroHH+fCuMjs3ltYLG1avS2lrWMymn8XH7OUr6ItAAAQ1kiIAGACC+paXk25tIBDRQHLcGNIaHqaABoHySaHFCQMO94ETvz36W7TwQzdSU9MADdy5wEtDItzNnpCeflHp6wr0uqKDBIjPiqtelu+7q7LnB9x0BDQBlFVTMCAIavi/9/OfZzqkbLC3ZxUp5rKCxstJq94X0+L4FNE6cSO89BwfZd0ZmCGgAAOIjoAGEs76CBgENAGVDQKM7ENDoblNTd7Y3kQho5Nn8vJ3oefrp8K+lxQlcqdU6D2j09dlzCWgAKKuzZ20MAhoSbU46Ua3amMcKGhKVbrNw+bLtTxw/nt57Dgyw74zMENAAAMRHQAMIZ30FDQ78AJQNAY38W1trXU1EQKP7rK1Jr70mPfTQnZ8joJFfL7xgY9BeKAxanMCVMC1OJGtzQkADQFlNTlrbxsOHLRjb10dAoxOXLtlIQAOB8XEb06ygQYsTZIiABgAgPgIaQDjrK2jU63xfAyiXRsPGSsXN9nbvtv7Pvu9me7C/TUHvZQIa3adatSDURgGNXbvs5AEBjfwZG7OvzQc/GP61O3fa15ZFZsQVpoKGREADQLlNTlr1jG3b7G/4ww8T0OjEzIyNeWxxIhHQyMLEhI0f+EB67zkwYPs9q6vpvSfwLgIaAID4CGgAnVtetpOItwY0JBY1AZRLUEFj504329u928IEwXYRX3AV/v33S6+/zv5Xt5masnGjFieeZ/shBDTy58wZ6Yknov9uHBykggbio4IGAHTG91sBjcCxYwQ0OpH3Chq0Ik7f+LhVogkTEo1rcNB+juv19N4TeBcBDQBAfAQ0gM4FO/23tjiROPgDUC7Npv1d7+lxs73du22kzYk7wUneZ56xK4qmp7OdD8IJvl4bVdCQCGjk0c2b0osvSk8/HX0b9NFGXCsr9reUChoAsLXLl61y1fqAxoULrYqB2NilS1b5a+/erGdyu4EBCzNTQSN9ExPptjeRaBGITBHQAADER0AD6FxwMmR9BQ0CGgDKpNl0195EIqCRhFsDGhJtTrrN1JRVYWh3VeL+/QQ08uall6zSWvAzF8XgIC1OEM+1azaGraAxN9dqiwUAZXH2rI3rAxoS+85bmZmx9iael/VMbtfbayftCWikq9GQXn1VOn483fcNAhrsPyMDBDQAAPER0AA6tz6gQX9LAGXUaNgVU64Q0HAvCGg89ZSNLDJ3l6kp6X3vs37oG6GCRv6Mjdn45JPRt0EFDcQVVPsLW0FjdZXy4ADKZ3LSxo0CGrQ52dylS/lrbxIYHmaNLm3nzlmrkawqaBDQQAYIaAAA4iOgAXRuft5GKmgAKLNmM5mAxsKCu22WXXCS97777EZAo7tMT7dvbyIR0MijM2ekRx9tLRRHMThIQAPxrA+TdyIInNPmBEDZTE5KBw/e/rf7wQdtjZSAxuaCChp5dOAAAY20TUzYSAUNlAgBDQBAfAQ0gM6tX/SsVOzGwR+AMnEd0Ojvt5EKGu7MzVmLjF27pKNHCWh0k5UV6fXXCWh0k9VV6YUXpKefjredwUGrYrCy4mZeKJ+oFTQkAhoAymdy8vbqGZK1yHjkEQIam1lbk6pVKmigZXxc2rNHOnw43fcdHLSRgAYyQEADABDf8nI6AY3eXivTTEAD3Wyjq9KGh6mgAaBcmk0Lp7lCixP35uZaC1ZHj1pP4NXVbOeEzrzxhp2gP3Kk/XP27bMTsWtrqU0Lm3j5ZenaNemZZ+JtJ7gKMKjYBoQVHKsQ0ACAza2sSK+8cmdAQ7I2JwQ02pubs7VkAhoITExY9QzPS/d9d++28w1UoEMGCGgAAOJLq4KGZFU0CGgU3+ho1jNIzkYBjQMHCGgAKJdGI5kWJwQ03Ll69faAxuKidPFitnNCZ6anbdyqgobvS9evpzMnbG5szEYXFTQkrgJEdEEFjTAtTghoACij6Wlbn2wX0Lh4kfaL7czM2JjXFifDw/b3cGkp65mUw9qaBTROnEj/vT3PAs7sOyMDBDQAAPEtLUl9fem8FwGNcjh5MusZJKdWs5LxQcseiXQ+gPJx3eKEgIZ76ytoSLQ56RZTUzZuVUFDos1JXpw5Y1eR3ndfvO0EP7NcBYioqKABAJ2ZnLSxXUBDsgobuNOlSzbmuYKGxN+1tJw/bxdwZBHQkAhoIDMENAAA8VFBAy791V9lPYNk1Wp3XpFGBQ0AZeM6oNHfbyMBDXcIaHSvqSlp797WSdONENDID9+3gMYzz8Qv6xy0OCGggajqdSv1HaYN2fbtFpTkRBaAMpmclHp6WvvJtwoCGrQ52VgQ0MhzBQ2JC6nSMj5u4/Hj2bz/4CABDWSCgAYAID4CGnBhdNQWpT/6UbvveXYrWruTdgGNq1fpAw+gPBqNcCd/ttLba9WJCGi4c2tAY2DAFioJaHSH6Wlrb7LZyX4CGvnx5pt2oiJuexOJFieIr1636hlhw0JDQwQ0AJTL5KTtb+3YcefnHnjAHiegsbGZGQu3BEGIvCGgka7xcft+CIJNaRsYINyMTBDQAADER0ADLoyO2hWEQTnulRW7X8SAxv79tz82PGzhDBbTAZSF6woakl29S0DDjeVlO0kXnOyV7OpAAhrdYWpq8/YmEgGNPBkbs9FFQIMKGohrozB5JwhoACibycmN25tIdrL5kUcIaLRz6ZI0MmL/T3lEQCNdExP287JR2CkNtDhBRghoAADiI6ABV1ZXpYsX7eOitvxoV0FD4uAPQHkQ0Mi3+Xkbb22REQQ0fD+bOaEzi4tWkeGhhzZ/HgGN/DhzRtqzR3rssfjb2rXLqgkR0EBUQQWNsAhoACiThQXp/Pn2AQ3JqgEQ0NjYzEx+25tIBDTSNj4unTiR3fsHAQ2Oc5EyAhoAgPgIaMCVatW+n6RWT8qi2SigERz8FTWUAgC3Wl62m8sWJxIBDZeCk7vrK2jU6/ytyrvXX7fFxU4DGkEYB9kZG5OeesrdVaT00UYctRoBDQDYyrlzNm4V0HjrLenatXTm1E0uXZIOHcp6Fu3t3m3rzwQ0kvfOOxbYOX48uzkMDNj6xMJCdnNAKRHQAADER0ADrly40Pq4TAGNoIIGJ70AlEGzaSMVNPKrXUBDkl55Jf35oHNTUzZu1eJk1y6pr48KGlmbn7era120NwkMDlJBA9HV6/FanHD1KYAymJy0cauAhsS+80byHtDwPLuQioBG8iYmbMyygkZwzEvAGSkjoAEAiI+ABlw5f7718cxMdvNISpDIbldBg4M/AGWQZECDq17c2Cyg8bOfpT8fdG562satAhqeZ/sjBDSy9cILNroMaAwMENBAdHEqaCwtEZQEUA6Tk1J/v3T4cPvnBAEN2pzc7sYN6fr1fLc4kQhopCUIaGRdQUNi/xmpI6ABAIhnddVuBDTgwoUL0rZtUm9vMSto1Os2rg9o7Ntn/2YqaAAog6QCGv39nBhyZaOAxqFDFoIhoJFvU1NWmWvv3q2fS0Aje2fOWCWTD37Q3TZpcYKofD9eBQ2JNicAymFyUnrsMVu/auf++6WdOwlorBes9eW5goZEQCMt4+PSyEjrwrUsBAEN9p+RMgIaAIB4lpdtJKABF86ftxT9oUPFDGgEJ0HWL3pu28bBH4DyCAIalYrb7dLixJ0goBEsVklWceGRRwho5N3U1NbVMwIENLI3NmbhjJ073W2TFieIanHRqmBEraAhEdAAUHy+bwGNzdqbSLbOc/QoAY31gmq5VNCAZBU0smxvIhHQQGYIaAAA4llaspGABly4cMGuMjh0qJgtTtoFNCQ7+KOCBoAyaDRsTKLFCQENN+bmpD177ty/O3qUgEbeTU9LDz3U2XMJaGTr5k3pxRfdtjeRbJG5VpNWVtxuF8W32bHKVghoACiL2Vk7kbtVQEOyNicENG7XTRU0Ll2yQA6SsbQkvfJKtu1NpFbVSAIaSBkBDQBAPAQ04NL589IDD5SvgoZk5cgJaAAog6RanOzeLS0sSGtrbrdbRlev3t7eJHD0qC1KX7uW/pywtevXpcuXCWh0i5desmqErgMawc8uX1uEFbRjpIIGALQ3OWljpwGNarX1+xWttb6DB7Odx1aGh62l98JC1jMprldesX3hrCto7Ntn1SKpQIeUEdAAAMRDQAOu3LxpJ33uv99KHc7MFC+pvlUFDconAiiDJAMaUqtCB6Kbm2sf0JCoopFX09M20uKkO5w5Y+OTT7rdblCmmUVmhBX8PiCgAQDthQ1oSFTRuNXMjO2ruGzvloThYRtZp0vOxISNWVfQ6OmxfR8qaCBlBDQAAPEQ0IArFy/aGFTQaDaLd4VuJxU0ihZKAYD1ggBFpeJ2u0FAgzYn8RHQ6E5BQCNMBY16naozWRkbsxM3QaDCleBnl4AGwgqu8I7S4qRSsZNtBDQAFN3kpFV/6OTvNwGNO126lO/2JqOjVk3hC1+w++97n90fHc1yVsU0Pm77Dp2Gy5M0MEBAA6kjoAEAiIeABlw5f97GoIKGVLw2J1sFNBYXKZ8IoPiSrqBBQCO+dgGNBx6wfT4CGvk0NWULyA8+2Nnz9++3YOj168nOC3daXZVeeMF9exOJPtqILk4FDcmqaBDQAFB0k5OdVc+QpPvus2MeAhotMzOtNb88Gh21/eNq1e7/7u/afQIa7k1M2M9ST0/WM7H9Z/adkTICGgCAeAhowJULF2wMKmhIduBWJLWapcO3b7/zc0H5xCtX0p0TAKSNgEb+tQto9PZadQYCGvk0NSW9972dl4wOAqO0OUnfyy9bpbgkAhq0OEFUcSpoSAQ0ABTfyor0yiudBzS2bZMefZSAxq3yXkEjcPfdNnLckwzftwoaJ05kPRMzMMC+M1JHQAMAEM/yso1pBjRWVspbirnIie3z5+2EwoEDrYO1olXQmJ9vv+B54ICNRQ1oFPl7F0A4BDTy7eZNa0MzNLTx548eZaEyr6anO29vIhHQyNKZMzZSQQN5QgUNANjc9LRdNNZpQEOyNicENMzSkvT2290R0PA8myfHPcmYmbH9jjwFNNh3RsoIaAAA4smigoZUzioajYZ08mTWs0jOhQvW3sTzrJ+nVLyARq3WPqARVNB4++305pOWa9eK/b0LIJxGw0YCGvkULExtVEFDsoDGhQvWlgv54ftWQYOARncYG7Py3vfd537bu3ZZ6JmrABFWvS5VKlJfX7TXE9AAUHSTkzaGDWhcvmwX7JTd7Kzts+a5xcmtPvYxAhpJGR+38fjxbOcRIKCBDBDQAADEEwQ0oi7ihFXWgMbqqvT441nPIlnnz1tAQ7Kv89BQMVuclK2Cxo9/bD3uASDQbEo7dljJX5cIaLgRnNTdLKCxtmZhAOTH3JydXD1ypPPXENDIhu9bBY2nn7ZgchIo04wo6vXo1TMkAhoAim9yUurpsf3hTh07ZiNVNFoXYXVDBQ3Jvs6XL7OvnITxcdsPDhN2StLAgF1IUrbzDcgUAQ0AQDxU0Eje6Kj1fA9OhHie3YrUMsL37WrcBx5oPXboULkqaASl5ItUQWN0VPrlX261JCri9y6A8JpN99UzJKm/38aFBffbLpNOAhqS9d9GfkxP20gFjfx7803bx02ivUlgcJCrABFerRY/oNFstlqZAUDRTE7avtaOHZ2/hoBGSzcGNCSqaCRhYkJ68MHWRRZZo0UgMkBAAwAQDwGN5I2OSv/wH7bu+77dinSSe35eun69VUFDspKHZaqg0ddnlSaKVEFjdFR6+OHW/SJ+7wIIr9m0EuquUUHDja0CGg89ZGE7FirzJQjyEtDIvzNnbEw6oEEFDYRVr7c/VulEEDinigaAojp7NvwV//fea0FyAhqtNb5uaXFCQCM54+PSiRNZz6JlYMBG9p+RIgIaAIB4CGgk78oV6b/+V+slLUkrK9nOJwkXLthY5goakrU5KVJA47XXpFdfzXoWAPKm0Ui2ggYBjXi2Cmjs3GmBShYq82VqyiquHT7c+Wt27bKAKAGNdI2N2THNY48l9x60OEEULipoSAQ0ABTTjRu2dhU2oOF50qOPEtCQbI1v5854f2vSdPiw7bNx3OPWjRvS669Lx49nPZOWIKBBBQ2kiIAGACAeAhrJ+9a3LJTxL/6F3X/rrWznk4Tz521cX0Fjbk5aXMxmTq4tL1vZ/f372z9neLhYLU5On7Zxzx5bkAAAKbkWJ9u2WWUOAhrxzM3ZQvJmgcKjR1mozJvpaQu69vZ2/prg60xAI11jY3Ys09OT3HvQ4gRRUEEDANoLAhZhAxqShTIJaFgFjXvusX3QbtDTY1VhOe5x6+xZG/NYQYP9Z6SIgAYAIB4CGsnyfen556WnnpI+/nF77I03Mp1SIoIKGrcGNIKelNVq+vNJQr1uY5kqaJw+LT3yiPT44/EWewEUS1IBDcnanBDQiGduzsKEm508PnrUKjYUsapXt5qaCtfeJEBAI13z8+mcoBkctK8rP6MIgwoaANDe5KSNUQIax47ZxThlr2516VJrra9bEEx3b2LCxjwFNILqkQQ0kCICGgCAeAhoJOvMGVtw/9KXWuGFIgY0zp+3neHdu1uPBQdtRWlzEpz82CyoUKQKGjduSH/919InP1nMdjUAoms2rdJFEghoxHf1avv2JoGjR20fMAhYIltra1ZB48iR8K/dt89CA0je6Gjr6jzJrh71PHvctYEBC3oTvkGn1tak69epoAEA7UxOWkvFMO3kAseO2Vj2KhrdGNB49FFbh715M+uZFMf4uF0QkKfvhWAfvewhKqSKgAYAIB4CGsk6dcraQ3z2s1YGcNu2Yp4MuXDBynLf6p57bJyZSX8+SegkoHHggFXaKML39/e/b78fPvUp6eBBq4Ti+1nPCkAeNBpU0MizubnOAhoSV5PlRbVqi8ZU0Mi30VHpv/231n3ft1sSAQ2uAkRY16/b92OcChp79kh9fQQ0ABTT2bPWqmRbhFNqBDTsb8ylS621vm5x9KjN/dVXs55JcYyPW/WMPLW62b7dLiJh3xkpIqABAIiHgEZyajXpT/9U+if/xHYS+/rsQKaoFTRubW8ilbOCxoEDNhahisbp09Levdae59Ah+13BgQ4AiRYneUdAo/tMTdlIQCP/0vq/Dn6GuQoQnQq+N+MENDzPqmgQ0ABQNL5vFTSitDeRbE1kz55yBzTm5mxdKE9VEzrBcY9bKyv2s3T8eNYzudPAAOuWSFVHAQ3P8w54nnfm3Y/7PM/7jud5P/Q877faPQYAKAkCGsn5oz+SFhetvUng8OHiBTRWV6WLF++soLFnj5WPLFNAY3jYxm4PaKytSd/9rvSxj1mw6OBBe7xazXZeaUjiKligaAho5FsnAY277pJGRliozIsgoBG1xQkBjfQE/9df/nKy70OZZoRVr9sYp8WJREADQDHNzlpLuKgBDc+zKhplDmgE1XG7rYLGkSNWNYXjHjemp22t+8SJrGdyJwIaSNmWAQ3P8/ZJ+qakoEnw/yHpJ77vPyXps57n7W7zGACgDAhoJMP3rb3JL/2S9Pjjrcfvv794AY2ZGUtQr6+g4XmWrC9bixNJunIl+fkk6ac/tQWMT37S7hetGko7N25IJ09mPQsg/xoNqwyVBAIa8fi+ndAdGtr6uUePslCZF9PT0s6d0a5I3LfPTsyurbmfF+4UnAT/2teSfR9anCAsFxU0JAIaAIppctLGqAENiYBGsB7UbRU0tm+XHnyQ4x5XJiZszGMFjcFB9p2Rqk4qaKxK+pyk6+/e/4ikb7/78d9IeqLNYwCAMggCGn196bxfWQIaP/mJ7bTeWj1DsgoaMzOt//ciuHDBxvUBDckO3IpyUr9MFTROn7aAzcc/bvfLENC4eVO6996sZwF0Bypo5NfCgu1jbFVBQ2oFNHw/+Xlhc1NTrav7wtq3z76G169v/VzEV6tJO3bYLUlU0EBYVNAAgPZcBTTm5rp/vSeqbg1oSATTXRoft3MIQeuYPBkYYN8Zqdry6N33/eu+71+75aGKpGB1fV7SgTaP3cbzvH/ued5Lnue9dJUddQAojqUlqbc32oJwFGUJaJw6ZVdCfv7ztz9++LAtor/1VibTSsT58zaub3EiWenDopzUr9Xsaxp8D2+kKBU0Tp+WPvShVuBkZMTGorY4GR21k83Bwrbn2Y12J8CdlpetalJSAY3+fgsZIJpgQarTgMaNG8X93d5NgoBGFMHJWNqcpKNWi38CvBO7dlkIhEVmdMplBY2ynnwEUFyTk9a6NQhARnHsmI1lraIxMyP19Eh33531TMI7etT2t1dWsp5J95uYkB59NL1K3GHQ4gQpi3I2bUHSznc/7n93Gxs9QGR83AAAIABJREFUdhvf93/f9/0nfN9/YqiTcqkAgO6wtJTuTlUZAhoLC9If/ZH0j/7RnQtkQZWJIrU5uXDBAj7vfe+dnzt0yE78FKHsdicL8pWK3bo5oHHlivTii632JpL9jhgaKk7YZr3RUekv/qJ13/ftRkADuFOzaWOSLU6aTWl1NZntF13YgIbE1WRZW1mxsOtDD0V7PQGNdNVq8U+Ad8LzKNOMcFxW0Lhxo9jH6wDK5+zZeNUzJAIaly5ZOKOnJ+uZhHf0qF1o8PrrWc+k+42PSydOZD2LjQ0M2P4QawlISZSAxk8kPf3ux8clvdHmMQBAGRDQcO9P/sRCGuvbm0hWQUNqtQUpggsXrDXERm1yDh2yEw9FuAqr0ysmh4e7+9/7ve9ZOOFTn7r98YMHi32V9ZtvZj0DoDs0GjYm2eJEoopGVFECGq+8ktx8sLU33rB9JSpodId6PZ0KGhJlmhFOvW6h+f7+eNsJLsqjejKAolhZsUBy3IDGyIiFNMsc0OjG9iYSwXRXrlyRLl/Ob0BjcNDWMzkuQkqiBDS+Kemk53n/j6RHJf1tm8cAAGVAQMO9U6ekRx6Rnnrqzs8dOmRp8yJV0Dh/vlUZZL177rFxZia9+SSl04DGgQPdXUHj9GkLY6w/4Dp0qLgVNKRWQCP4ngWwsaCCRtIBjRs3ktl+0YUJaNx9t7R3LwuVWZuetpEKGt0hrRYnEhU0EE6tZr/T47YuJaABoGimp20NMm5Aw/OsikZZAxozM927XvLIIzZy3BPPxISNx49nO492ghZGBJyRko73un3f/8i740VJvybph5J+1ff91Y0eS2CuAIA8Wl5ON6ARvFdRAxovvyz96EfSc8/Zwdt6vb3WCqRIAY0LF6QHHtj4c0G6vggn9stQQWNpSfrLv5Q+8Yk7v3/LUkFjx45s5wHkHQGNfAsT0PA8u5qMhcpsTU3ZGDWgsX+/jQQ00pFWixPJfo5ZYEanXFV3IaABoGgmJ22MG9CQLKBx7pxdpV823VxBY88emzvHPfGMj9uY94AGAWekJFIs2vf9qu/73/Z9/9pmjwEASiDtChrbtlkrjKIGNJ5/3v59//Sftn/O/fcXJ6DRbFp5u60qaJQpoNHNFTTGxqTr1+9sbyLZwezbb1uoq4iCgAYnQoDNBQGNSiWZ7RPQiGduzsKge/Z09nwCGtmbmrKr3jsJ1WyEChrpSrOCBi1OEIar8BABDQBFMzlplWyDNhdxHDtmv28vX46/rW6ysCBdu9a9FTQkjntcmJiwiw6DgHjeENBAymLWrQMAlF7aAQ3J2pwUMaDxi19I3/qW9OlPtxa2NnL4sFWdKIIgaNKugsbwsJ0oKkKLk/n5zgMaV69Kq11YkOz0aft98Cu/cufnDh2yq0RmZ9OfVxqCgEa9XtwQCuBCo2EjFTTy6epVO9G/URWvjRw9auG7+flk54X2pqetekanX7P1du2ycDABjeStrdnJiTRbnNRq3blPifRRQQMANnb2rO1ruaiWeeyYjWVrcxJcdNWtFTQkO+75+c/LWf3ElfHxO9sh50kQeCeggZQQ0AAAxLO0ZIu6aSpqQOPP/9xOcDz33ObPO3zYWkUU4f/g/Hkb21XQ2LZNGhnp/goay8t2xUCnLU7W1rrzZNfp09JHPiL199/5uYMHbSxim5O1Nemtt1pXnHO1KtAeLU7ybW4uXCWG4EpCribLztRU9PYmkgU79u0joJGG69dtUT/NgIbv87VFZ1xV0Ni3z640J6ABoCgmJ920N5EIaHRzQOPRR21drwgXkGXh5k3p1Vfz295EooIGUkdAAwAQDxU03Dl1SrrvPulXf3Xz5x0+bGNwxX43CyqBtKugIVkJxG4PaNTrNnZaQUPqvjYnr71mB1uf/OTGnw8OxLv9a7mRK1fsd+Hjj9t9AhroNqOj6b0XAY18I6DRXRYXbX/wyJF42yGgkY7g/9jFSfBOBIvM7JegE64qaGzbZt97BDSA9KW5T5+lNP+dN27YupWrgMaBA9beoWwBjSDU0O0tTiSOe6J6+WWr6pbnChr9/XYRKvvOSAkBDQBAPAQ03Dh/Xvrv/1169llb1NpMUG0iaA/Szc6ft5N0m7V0OXSo+xPqwYJ8pxU0JCsZ301On7axXUCjyBU0grDU3/k7NrIgjW7i+9LJk+m9X9DipFJJZvsENOIJG9A4fNjKPbNQmY3XX7ef4TgVNCQCGmkJsz/oAmWaEUa97i48NDTE/jCQtsXFdPfps5L2sUsQpHAV0PA8q6JRtoBGESpoENCIZ2LCxjwHNDzPQqbsOyMlBDQAAPEQ0HDj61+3YMY/+2dbPzeooBFUn+hmFy5Y9YzN+qbfc48FNLq5z2OwIL9//9bP7dYKGqdPS488Ij344MafHxy0JHoRK2isD2iQtkc3+da3bLx+PZ33o4JGvs3NbR6aXK+nR3r4YRYqszI1ZSMBje4QpqKaC0FAg/0SbOUXv7DS4wQ0gO71hS9kPYPkraxI/+Af2McLC+m85+SkjR/4gLttBgGNbl7jCmtmxtbDdu7MeibRDQ3Zv4HjnmjGx61CRbsW13lBQAMpIqABAIiHgEZ8KyvSN74hffzjnZX7O3jQTnQXpYLGVjvnhw7ZFddpnTxMQtEraNy4If31X7evniFZAOngwWIHNIIWJyxIoxuMjlo47otftPt799r9pEsGJx3Q2LXL/h1pLdoWydqaLUaFqaAh2dVkLFRmIwho0OKkO6RdQYMWJ+iU6/AQAQ0gPcE+/be/bfc9L519+rR99au2Dvad79j93bvT+XeePWsnle+7z902jx2Trl0rZnXRdi5d6u7qGZJ9v3HcE934uHT8+NZVo7M2OEhAA6nJ+U8DACD3CGjE993vSrOz0nPPdfb8nh7p3nu7P6Dh+60KGpsJDuK6+cR+mAX5ffuk3t7uqqDx/e/b74JPfWrz5x08WMxFiDfflPbsaX0vcyIE3WB01H4PB9+3P/iB3U8roJHU1VOeZ4uoVNAIr163kEaUgMbFi62vLdIzPW2Vt/bsibcdAhrpCP6PXVUp2AotTtAp19+bBDSA9AT79MG6yS9+kc4+fdq2b7fxt3/bxg9/OJ1/5+Sk9Nhjbk8qHztmY5nanBQhoCER0Ihqbc1anBw/nvVMtjYwwJoeUkNAAwAQDwGN+J5/Xrr77s2rD6x3+HD3tziZm7MrnLeqoBFUFSlLQGPbNqui0U0BjdOn7er7p57a/HmHDnX317GdN9+00FRfny1ssyCNbvH221bJSErvd06jYeGMJK+c2b2bgEYUwUJUlICG70uvvup+Ttjc1FT89iZSK6CxthZ/W2gv7RYnu3ZJO3awyIytJVFBo1aTlpfdbA/A5ny/FcZ7661s55KEb31L+spXpF//del3fsce+/GPpXPnkn1f37eAxvvf73a7ZQxozMx0VjE4744etfUe9q3CeeMNOz4/cSLrmWyNFidIEQENAEA8BDTiuXTJTm5/8Yt2crdThw93fwWNIGDSaQWNmZlk55OksCWth4e7p8XJ2ppVgfnYx7b+Hi5yBY1777WPh4Y4WEf3+PGPWx+nFdBoNpNrbxIgoBFNnICGxNVkWZiait/eRLL9E9/v7nZy3aBWs0p4/f3pvJ/ncRUgOpNEBQ2JExxAWppNaXHRPu72daL1vv996dlnpY9+VPoP/8FC3v/qX9k65PPPJ/ves7PS/Lz7gMbwsO1vlyWgsbxsx5pFqaAhcdwT1sSEjd1SQeOdd+zYCEgYAQ0AQDwENOL5gz+wE9zPPhvudYcPS5cvSzdvJjGrdARXbW9VQePgQRu7ufJCrWZXjAdlObdy4ED3VND46U9t4WKr9iaSHZDfuFG8E6cXL94e0KCCBrrFj35kLZV6e+1vShoIaORX1IDGkSO2WP7KK+7nhPauX7d9BVcVNCTanCStVrP/a89L7z3po41OJFFBQ2Kf+P9n79yj67rqO/+9khXbkWzHtizJuk4sx3FiRfGDECc2oeWRxCGxeT86JQwJJG4GSgOZNTOrzNCilDJ0mLUmQBjaEgOhgVJaIJTGBOzwCAUk8iCyldixJF9FL1tKri35IcvW684fv9nryvaVdO85+3XO/X7W0tools7ZSLrn7sdnf3+E2GLqcz5OgsbevcC73iWb4j/4QXbt8fOfB975TuDRR7NiiglaW6XVLWgAkqJRLILGkSPnluGJMhQ0gtHSIvPFa65x3ZPZqawExse5nkCsQEGDEEJIOChoBGdyEvja14A3vQm44orCvldJDd3d+vtlC5WgMZugMW+eDJCjnqBRyIJnlBI0du2SjYbbbpv9a5VsE6cUjeFhWRBTgkZlJU+qkujQ3Ay85jV2pbDTp4HycrP3oKARjKCCxty5wOrVXKi0TXu7tBQ0osPgoL6EgnxhggbJB1MJGhQ0CLHD1Od81EvhKnp6gNtvBxYulMTORYvO/fcdOyTd4rHHzPVh3z5pTQka+/cXxyl9ddgqDiVOLrtMDhtw3lMYe/cCV11l/qCGDpYulZbjZ2IBChqEEELCQUEjOD//uUye77mn8O+tq5M2ypPvVEpEhHw26pLJ6CdoFCJoqM3SKEzWd+0Crr8+uxA7E+rERJR/l+ejavwyQYNEjfFx4Omngc2b7Qoaw8NM0PCVoIIGIKfJuFBpl7Y2aXWVOAEoaJhmaEhfQkG+UBwl+aASNChoEBJNpj7n45CgMTQkB0BOnQKeeCL3xv6b3iSHfUyWOWltlUMmasNWJw0NkoYW5YNI+aLWf+KQoFFSIqIB5z2F0dISjfImQPb1zgQ6YgEKGoQQQsJBQSM4O3fKIu273lX49ypBI8qT785O4PLL8/vaFSuivakfRNA4c8b/DcaBAeCZZ4Bt2/L7+jgKGirFZuVKadVGSBTkGlLcvPCCpFnYFjRY4sRfXn1VynEF+f3U10uiw9iY/n6R3LS3S4LV6tXhr0VBww6Fjgd1wBInJB+GhiS1cN48PdejoEGIXdRzvqYm2mtEgKz1vfOdIqI+9tj06RUlJVIq+Oc/Bw4dMtOX1lYz6RmACBpAcZQ5URJKHBI0AIrphTI4KGWBN2503ZP8oKBBLEJBgxBCSDgoaAQjnZbJ5n/8j8EWwpYvl597lCffqdTs5U0UyWS0TxYEKXEC+F/m5IknRETYvj2/r49jiRMlaExN0Bgbk9MwhPhMU5O0W7ZQ0CBCOh0sPQOQhcrxcXML5ORC2trkvWf+/PDXoqBhB1clTo4dAyYm7N6XRAvdf5tqc4OCBiF2UAka110X7TWiyUngrruAX/4SeOQR4M1vnvnrP/QhETW+9jX9fRkfl014Chrh6euTdU/bkqop6utlHejUKdc9iQaqVFBUEjTUfJiCBrEABQ1CCCHhoKARjEcflZ9dkPImgExCV66M7uR7fFwmNIUIGq++Gt3fe5AEDcDehmlQdu0S6SJfE76iQmrIxi1Bo6QkK5+oyRwXpInvNDeLDFZXJ6ftbJVVOn06v9JWYaCgEYywggbA02Q2aWvTU94EoKBhC1cJGplMtoQFIbnQXX5nzhxgyRKOhwmxRTotqVqveY0chojqusknPwn80z8Bf/M3wPvfP/vX19ZKmuc3viFrTDppb5efoylBo7JS5mLFImgkk/I3Ggeuvlragwfd9iMqtLRIywQNQi6AggYhhJDgTE7KaSwKGoWRyUh5kxtuCDfZq6uTMiFRpLdX/nYKKXECAEeOmOuTSeKYoDE6CuzeDdx+e2ET7dra+CVoJJOyEA1kI51Z7534TlOTpGckEiKFjY3Z2ZwdHraToHH2LMttFEoYQWPtWmkpaNghk5GNgyuv1HO98nJ5H6OgYQ4lSbgQNACOS8jMmEh3WbaMggYhtjh6VN5frrhC3m9UymOU+PKXgc9/HvjoR4H/9t/y/74dO4D+fjk8ohN16n/9er3XnUpDQ3EIGr298SlvAlBML5S9e2WNs6bGdU/y45JLZI2EY2diAQoahBBCgqM2PlwJGjZO+pqgqQnYvz94eoairi66CRqplLSFJGgA0SxzMj4uJ7njlqDx619LGY98y5soksn4JWio8iYAEzRINDh6VDZ3N2+Wz20+c2yUOKmokJaxs4WRTmcls0JZuFAWXrlQaYd0Wjb7dQkaiYSMUyhomOP0aZk72RY01ClALjKTmTAhD1HQIMQe6bQ87+vq5POorRM99hhw333A298OfOlLhR0Aue02KQG8c6fePrW2AqWl2c14EzQ0yNpgVNc280UlaMSFK64QsZnznvxoaYlOegYgr/vFi5mgQaxAQYMQQkhwRkeldSFoZDL6IwxtsXOnbB79h/8Q7jp1dZKwcPq0lm5ZRSV/FJqgEcWNfRUpXciip9og81nQ2LVLXvs33VTY98UtQaOr61xBgwkaJAo0N0u7ZYu0cRM0FiyQlmVOCiNMggYgC9hcqLRDW5u0ukqcABQ0TKN+trpTCmaDdbRJPjBBg5Boo8ZwStCIUtJqU5OUM7n+euAf/1E2RwthzhzgQx8CfvxjvQd6WltFhJ07V981z6ehQYTyKCae5EsmI+t4cUrQKCsTSYPzntkZG5OUmA0bXPekMJYu5diZWIGCBiGEkOC4FDSAaJY5OXEC+O53Rc5QJ3yDotInonY6ApAEjdLS/CdpUU7QUAvyhQgaZWVSt9nnEie7dgFvfGPhf8fJpAgak5NGumWVyUmgp4cJGiR6NDfLM/i66+RzW4JGJiMlTsrLzd6HgkbhjI2JUBhW0HjppXg8332nvV1aXQkagIw7KGiYI8h4UAcscULygQkahESbo0flea9Kb0ZljaitDXjrW2Vd6N/+LbjEfffdMv585BF9fWttDVeSOB+uuUbaOJc5OXpU1m7jlKABUEzPl5dekr2DKCVoAPI8paBBLEBBgxBCSHCUoFFWZve+URY0vvMdOT28Y0f4a0U1vhKQEx0rV8riQT4sWiST9SgmaARdkK+u9jdBo6MDOHgQ2Lat8O9NJiX9Jg4LtgMDsqk5VdCoqJBnFDdCiM80NUk9ZSVKqHqwpp85Y2PAxAQTNHzk2DFpwwoaw8PRlCmjRlubjKHUWFAHTNAwS5BENR2wxAmZjUxG/j5NJGgcPUppjxAbqBInpaUyN43CGtErr0h5kpIS4Cc/CV5mD5Bk1ptuAr72NT3PnJMnZc3KtKDR0CBtnAUNtYYXR0GjvT27Lk5y09IibdQEjaVLOXYmVqCgQQghJDhM0CicnTtlkrdpU/hrRVnQSKWyCSD5kEjIqYooChpq06vQBfmqKn8TNHbtkjaIoFFbK20cypyoKNKVK7P/LZHgiUHiNxMTwNNPA5s3Z//b4sWy2Wta0FAluSho+IdagAoraAA8TWaD9nbZjMhXdM0HChpmcZWgUV4ucyeeAiTTcfKkbGiaEDQmJ7NzIUKIOaaWqaur83+NaHgY2L4dOHIEePxxYPXq8NfcsUP+f//sZ+GvpYSJ9evDX2smFi8Gli+Pt6ChxO04lTgBZN4zMSGHl8j07N0r41CdqX82YIkTYgkKGoQQQoJDQaMwWlqAZ58F7rlHNnHDUlMDzJvn/+Q7F52dsrFQCMlkNE/lxjFBY9cuYO3aYAsp6uREFGWb81GCxtQEDUAWx2jbE1/Zv182Y7Zsyf63khKRwvr7zd5bCRosceIfFDSiRVub/oVOChpmUT9b3Zvgs5FIcFxCZsZUuos6DU9pmRCznD4NnDlzrqDR2em0SzMyPi4lf597Tsr/Xn+9nuu+4x1Srm3nzvDX2rdPWtMJGoCkaMRZ0IhzggbAec9stLTI60inVG4DChrEEhQ0CCGEBIeCRmHs3Cl9/8AH9FwvkZCT+z5PvnNx6pQkQxSSoAHIhC6Km/pBBY2qKj8FjZMngaeeCpaeAcQzQeN8QYMJGsRnmpulnZqgAdiRwoaHpWWChn/oEDSWLZOF8f379fSJ5GZyUhI0TAgaQ0MsR2AKVwkaAGOaycyYkocoaBBiB/V8VyWtVq0S6XpkxF2fpiOTAf70TyU14ytfAd76Vn3XnjsX+OAHgcceC//caW2V0qVTkzJN0dAgY+e4jr96e+UwgCqpGRfWrpWWgsb0ZDKSoLFhg+ueFE5lZVZ+I8QgFDQIIYQEh4JG/oyMAN/6FvDud8vmhS6iEF95Pqq/hSZoqBInUZu4hknQOH7cv7/zJ5+U1/727cG+v6ZG5KIoyjbn090NLFwILFp07n/nSVXiM83NsoB7xRXn/ncbggZLnPiLDkEjkZDTZFyoNMvhwzKuXLNG73UXL5YxFl83ZlApBeePGWxQWclTgGR6mKBBSLRRz/epCRpA9jCBT3zuc8BXvwp88pPAvffqv/499wBjY8Cjj4a7TmsrcM01IhaYpqFB5khdXebv5YK+PlkDilqCwmyUl8tBHc57pufwYZljbtzouieFo4Q3jp+JYShoEEIICQ4Fjfz53vdks33HDr3XjaKgkUpJGyRBY3w8eot8g4PA/PlSjqYQqqulfeUV/X0Kw65dsrlw443Bvr+sTP6/xSVB4/z0DIAJGsRvmpokPeP8UlsUNIob9cxSi1FBoaBhnrY2aU0kaAAsc2KKwUEZP5WW2r83xVEyE0zQICTanC/ZKkHDt6TVd74T+B//QxJlP/tZM/doaJAyjg8/LKf3g5DJiKBho7wJIH0G4lvmpK8vfuVNFJz3zMzevdJGMUFDzYk5fiaGoaBBCCEkOBQ08mfnTjmt/IY36L3uqlUyYDx1Su91TaIWCoIkaADRS14YHAx2Iq2qSlqfBI3JSeDHPwa2bhXRIii1tdH7Peaiqyu3oFFZCZw4kX1GEuILQ0OyiLRly4X/VlMjgkbQxcx8UIJGebm5ewAixJWWUtAohHRaEoHCjunq6+WkETfkzGFa0Dh2TO91iTA4qH8DPF9Y4oTMhKkEDbVZzPcDQsySq8QJ4NdBnj17gB/+ELjpJuBrX7tQFNfJjh3ASy8Bv/1tsO8/ckTGQrYEjauvljaugkZvb3YtL27U18vfWtRSfm3R0iLt+vVu+xEEJmgQS1DQIIQQEhwKGvlx8CDwq18Bd9+tfyKqTkf4NPmejVRK6nkWekpXWfe9vfr7ZJKggoZK0DB9or0Qnn9eFiyCljdRJJPxEDRmStAAuBlC/ON3v5N28+YL/626Wt7Xjx83d//hYWlNJ2gkEpKiQUEjf9LpcOVNFPX10vI0mTna2yWZq7ZW73WZoGGWoSH9G+D5Ulkpv9eJCTf3J36jBA3dAtHcuSL+UdAgxCznlzhZvlwOU/iyRpTJAHfeKf/7+983v3743vfKPGDnzmDfv2+ftLY2lS+5RNZH4ipoxD1BY2TEz3JCPrB3rxzMc1HeLywUNIglKGgQQggJDgWN/Pja1+Qk71136b92FAWNzk4ZpBcqq6hJXdQ29sMmaPgkaOzaJb+3224Ld53a2uiXOBkelsnadAkaABekiX80N8tr+PrrL/w3JYX195u7v60SJ4CIgBQ08oeCRnRoawPWrNFfF52ChlmCjgd1sHSpnO5UG/GETEW95hcu1H9tlv0jxDzptIzv1XtMSQmwcqUfa0SNjdKfI0fk80sukb42Npq7Z0UF8Md/DHz3u8HE89ZWaW0laABS5iSOgsbwsIw94ipoqPQTznty09ISzfImQHZeTEGDGIaCBiGEkOBQ0Jid0VHgm98E3vpWiY/XTRQFjVQqG7tZCNXVIroUi6ChNkt9KnGya5ds7KqEiKAkk7KQFIXX8HT09Ei7cuWF/8YEDeIrTU3ANdfIqbLzsZHaY1PQWLAgWuW/XKNL0LjsMvn9cqHSHErQ0A0FDbO4FDTUa5vjEpKLoSE53Vpaqv/aFDQIMU86LeLDnDnZ/1ZXly0t65LGRuA3v8l+nsnIh0lBA5AyJyMjwHe+U/j3trbKgZIlS/T3azoaGoD9++OXdKXW7uJc4gTgvCcXw8OS+rdxo+ueBEMlaHDsTAxDQYMQQkhwKGjMzgc+IBvsO3aYuX5VlcRc+zD5zodMJpugUSilpRLXWSwlTsrL5cOXBI2BAeCZZ4Bt28JfS8Wyq5M0UUTFWDJBg0SFyUkpcbJlS+5/tyFoqBIn5eXm7qFgiZPCSKfDy3eAnJJcu5YLlaYYHxfR9cor9V+bgoZZBgf1l5DIF54CJDNh8m+TggYh5jl69ELJdtUqfw7xtLfbv+drXysn9x9+uPDvbW21m54BiKBx5kx01vXyRQkacU3QWLpU3uc477mQ1lZZ/41qgsZFF0kaD8fOxDAUNAghhASHgsbs/Mu/iC1+661mrp9IyOkIXybfs/HKK3KCOkiCBiA/y2JJ0ABEwPElQeOJJ2SCtX17+GtFtVzNVGYSNJigQXzk4EE5Jbt5c+5/j2OCBgWN/NGVoAHIaTIuVJrh5ZdF0jAhaJSXy+lbChpmGBpyW+IE4LiE5Mbk3yYFDULMk05nn/OKurrs2otr2tpkfPGpT9m7ZyIhh6R+/3v5yJfxcUmycCFoAPErc6IOV8U1QQPgvGc6WlqkjWqCBiDPVQoaxDAUNAghhASHgsbMqBIIH/6wmchYRZQEDXUiIEiCBiAb+1FK0Bgflw3CoIue1dX+JGjs2iXJFzomWHERNEpKsmkgU1FxqFyQJj7R3CztdAkaS5fKe5UNQWPePHP3UFDQyJ+REUk30Slo9PSwxIwJ2tqkNVHiRNWvp6Chn9FRef6xxAnxEdMJGum0SN6EEDPkkmxVKdyuLuvduYC2Nln/+cxn7N73/e+XOcfOnfl/T1ubvGevX2+uX7m4+mpp4yZoxD1BA5B5z/79fJ87n717ZWyR60BTVKispKBBjENBgxBCSHAoaOSmsVEWudVA9K/+Sj43VWfTp/jK2UilpA2aoJFMRmtTf2hI2jAJGj4IGqOjwO7dwO23y99yWJTUcPhw+Gu5ortb/h6n1vpVzJkjkgY3QohPNDXJIsl0J+9LSsw/c06flrJcJRamoRQ08kctPOkUNAAfLiJ6AAAgAElEQVTgpZf0XI9kUTHhJhI0AAoaplA/U5Y4IT5iOkFjbAw4ftzM9QkhuUucKEHDh5IZ7e1mxNLZWLwYeM97gG9/O/8kkdZWaW0naCxcCFx6aTwFjUsusZOe6Ir6ehnn+ZJ86wstLVLeRMf6oSuYoEEsQEGDEEJIcCho5KaxUezpv/1b+by3Vz43JWjU1QHHjgEnTpi5vk7UAoFaMCiUFStkwy0K/1+B7IJ8mAQNHyZ6v/61/Mx1lDcBRF6YOzdass35dHXNfBqAkc7EN5qbpbzJTHJEdTXQ32+uD8PDUkbBBhQ08kfJZLoFDcb96qetTRa6df2uzoeChhnCjgfDUl4u8zWKoyQXQ0NmEzQAjokJMUmuEifqQIzrgzyTkyJomBJLZ2PHDlnH+N738vv61lZJFFRjWZs0NMRP0OjtjXd5E4DznlxMTMhracMG1z0Jx9KlHDsT41DQIIQQEpyxMWldCRpnzti9b6GoU8hVVWbvo2QH15PvfEilgJqa4AZ91Epj6BA0Xn1VJjgu2bVLXuc33aTneomEpGhEPUFjJkGjspKTOeIPJ04AL7wggsZMmC6rdPq0vRNUFDTyR7egccUVkiTEhUr9tLXJKVRTp9EoaJghbKJaWBIJxjST6TFd4gSgoEGIKU6fllJ154/hqqtl3cz1GtHhw9JHV4LGH/yB3Pvhh/P7+tZW+Xq15miThgZJn3O99qOTvr54lzcBKGjk4tAhOZihozyyS5igQSxAQYMQQkhwXCVozJkjC42+JmgoBgYkyr2szOx9oiRodHYGL28CFJ+gUVUlp06OHdPXpyDs2gW88Y1ARYW+a0atXM1UJieBnh4maJDo8MwzkuS0ZcvMXxc3QWNszP+xgg/oFjTKykTS2L9fz/VIFtOnUClomMF1ggZAcZTkZmxMNlFMljgBOCYmxBTTlakrKQFWrnRf4kSVZnNR4gSQdcN77pFE0HxK77W22i9vomhokHnLoUNu7m+C3t74CxorVsg6GQWNLC0t0kZd0KisFMl6fNx1T0iMoaBBCCEkOErQMC0gnE8iIUa775suAwPhZIR8UfdwPfnOh85O4PLLg3+/ikeMysa+jgQNwOyG6Wx0dAAHD+orb6JIJqOboDEwIAvaK1dO/zXcCCE+0dQk7fXXz/x1StDIZMz04/RpuyVOAKZo5IPaONNZNqO+nguVuhkZkfQmChrRQ/1MTaUU5ANjmkkuVLqLqb9NlSRJQYMQM6jn+vklTgBZJ3J9iKetTVpXCRoA8MEPyiGvnTtn/rqTJ2W9yqWgAcSnzMn4uMwr417iJJEA1q7lvGcqe/dKe/XVbvsRFvVc5dyIGISCBiGEkOCMjkp9xpnq2ZsiCoJGf392g90kS5fKhpfryfdsjI3JxkIYaaW2VtreXj19Mo2OBA3AraCxa5e027bpvW5trYg2pjaCTdLdLe1sCRrpdDT//5H40dwsCySzbcDU1Mh764kTZvoxPGw3QQOgoJEP6bQsLuo8QV1fLycAlcxLwnPokLynmDyFunixbNhOTpq7RzHiS4IGY5rJ+Zguv8MEDULMMl2CBiBJq67XiNraJFXWZYpCdTXwtrcB3/zmzOPSF16Qdv16O/06H7WZHRdBo79fxpNxT9AAKKafz7590rooFaQTJWhQcCYGoaBBCCEkOKOj9subKKIgaAwM2BE0Egk/Jt+z0dMjE7QwCRrz58sgudgSNF55RU9/grBrl5wICPN7y0UyKafpjx/Xe10b5CNoVFbKqRG18E2IKzIZETQ2b579a9Uzp7/fTF9sljhRJZkoaMxOOg0sWSLSrS7q66WGtoq2JuFRP0uTp1CXLJGxGl83ejG9CZ4PTPYiuTCd7jJ/vhwkoKBBiBlmKlNXVyf/fuqU1S6dQ3u7lL1zcahrKjt2yM/iRz+a/mtaW6V1laBRUSEJnXERNNShqrgnaAAy7+nrM3fIISo0Nsr69OOPy+eJhHw0NrrsVXCUoEHBmRiEggYhhJDgUNCYGVuCBhANQSOVkjZs2ZdkMloJGvPmyUcQXCdonDwJPPWU/vQMIJuGEsUyJ/kmaADcDCHu6eiQRYUtW2b/WtNllWwKGipBw+WidFRIp/WWNwFkoRLgaTKdqJhw0wkaAKN8dTM4KM8+V/MmQBaZjx1jOgo5Fxvy0LJlFDQIMcVMJU7q6qR1uU7U1ua2vInilltk7v7ww9N/TWtrVpJwRUNDfAQNdaiqWBI0AOCll9z2wzWNjXJISZVBz2Tkg4IGIdNCQYMQQkhwKGhMz+nTsilUU2PnfqtWSb1Mn1H9C5vEkExGJ0Hj2LFwC56LF0u9VFcJGk8+Ka/z7dv1X1tN1KPyu5xKdzewcCGwaNH0X6M2O7kgTVzT1CRtIQkaJgWN8nIz1z4fljjJHxOCxtq10lLQ0Edbm7xGFy40dw8KGmYYHDSXUJAvlZUiZzDZi0zFdIIGQEGDEJOojcMlSy78N3UwxpWgMT4u5dl8EDRKS4EPfxjYs2f6n0drK3DNNW7TPhoagIMH5WcXddShqmIQNFR5Gs57JDl5bMx1L/Sg5scUNIhBKGgQQggJDgWN6VGbWzYTNI4f93vRNZUSkzrsBG3Fiuhs6g8OhhM0SkokRcNVgsauXSIh3Hij/mtHOUGjq2vm9AyACRrEH5qbZUNXLRzNhGlBY3jYfoIGBY3ZSaezzyxdlJfLc5ILlfpobze/yUFBwwxDQ27LmwDZRWaOS8hU1NyRggYh0SSdzh7qOB/XCRpdXSIamEz+KoQPfUjar3/9wn/LZIB9+9yVN1E0NMg6a0eH237ooK9P1m1zpbvEjcsvl7Vxznuyf7t33um2HzpQf7scOxODUNAghBASHAoa0+NC0AD8LnPS2SlxkWFr3CeT8vMdHdXTL5MMDuY+zVIIrgSNTAb48Y+BrVuzEYU6iXqCxmyCBhM0iC80NQHXX5/fabClS+Xr4lTihILG7JhI0ABECuJCpT5sxIRT0DBDWGFXB1xkJrlgiRNCok06Pf0GeFUVMH++uzUiVZrNhwQNQObvt94qgsbExLn/dviwvFevX++mb4qGBmnjUOakr0/WfBIJ1z0xz5w5IiJx3iNCOQB89rNu+6GD8nLZ82CCBjEIBQ1CCCHBoaAxPf390lLQyJJKZWM2w7BihbRHjoS/lml0LMhXV7spcfL88/IzNlHeBJDFosWLo5mgkY+gwQQN4gPDw3IaLJ/yJoAIdKaksEyGgoaPZDLmBI36eolpnpzUf+1i48QJeV2aPoVKQcMMPggajGkmuRgcFBF7/nxz91CCRiZj7h6EFCtHj04/hkskZJ3IVSlctVHrS4IGAOzYIeLAT35y7n9vbZXWdYJGfb20cRA0enuza3fFQH09BQ1AEjTmzweWL3fdk/AkEiLAcexMDEJBgxBCSHAoaEyP7QQNJT64mnznQ2enRP+FRSUvqJqWPqNjQd5Vgsbjj8uE5LbbzN2jtjZ6CRrDwzJBW7ly5q+7+GJg3jyeGCRueeYZ2RzfsiX/76muzkqGOhkdldNq5eX6r50LChr5ceqU/G5MCRojIxJxTcKhNjlsJWgcO2b2PsXG4KDZEhL5wAQNkgtVfsfkCedly4AzZ2QMTQjRy0wJGoAIGi4TNBYt0l9GLwzbt8v6ys6d5/53XwSN8nJZ24uDoKESNIqF+nrg0CG/16lt0NEBrF6dX3pnFKispKBBjBKTVwohhBAnUNCYHrWhXlVl536LF8tmlK8JGidPyuKBjgSNKJXG0JmgYfvU2a5dUhbB5IJKMhmN3+NUenqknS1BI5GQnx03QohLmpulveGG/L+nutqMFHb6tLS2EjTmzpVTwRQ0ZkY9o0wJGgBPk+nAVkx4ebnENDNBQy9qE9wl6jXOcQmZig15SM0lKC0Top/ZUtBcCxpXXulXiYuLLgLuugv4t387V0hvbZXDI2HL0+qgoSH6gkYmIweqik3QmJzMjtmLlY4O4IorXPdCH0zQIIahoEEIISQ4FDSmZ2BAJne2fj4qvtJXQUMle+hI0FAxib5v7I+Py8agDkHjzBm7m4wDA8DTTwPbtpm9T21t9EqcdHdLO5ugAbDmNnFPU5MsjM50su584iJoACIuUtCYGQoa0aC9XcZ6q1ebvU8iIeMWChr6mJgAjh93L2hUVLCONrkQG/IQBQ1CzDFTiRNA1oiOHZNSabZpb/ervIni7rvlvfmRR7L/rbXVfXqGoqFBNvnHxlz3JDjHjsl6bbGVOAGKe94zOSkpInETNCg3E4NQ0CCEEBIcChrTMzBgr7yJYtUqf0ucpFLS6kjQuOQSqWnoe4mToSFpdZQ4ASRFwxZPPCHt9u1m75NMysmViQmz99FJIYJGZSUnc8QdmYwkaGzeXNj3KUFDd2qPEjRslTgBKGjkg0lBY+lS2Zgr5oVKXbS1yfvOvHnm70VBQy/Hj0vrusSJqqPNcQmZChM0CIkuIyMyvp5JxFbrL7YP8pw5IyXuTCd/BeHKK4E3vEHKnGQyIkLs3++XoDE2li1vF0XUYapiStC46ioZaxXzvKevT9bp4yZoUG4mBqGgQQghJDgUNKbHhaChEjRsl8LIB50JGolENEpjqM0NHQkagJkT7dOxe7e0GzeavU8yKXKGTfkkLN3dUk+ztnb2r2WCBnHJyy/La2vLlsK+z1Rqj6o9zwQNv1DPKBOCBiCnyfbvN3PtYkLFhNuAgoZedI0HdUBxlJzP0BAFDUKiito0nC1BA7AvaBw6JOtSPgoaAHDPPdLHX/5SRIjRUWD9ete9EhoapI1ymRN1mKqYBI358+X1VsyChpKKfEzOCcrSpZII4+M6O4kFFDQIIYQEh4LG9PT3uxE0Tp70c1E9lQIWLtS3OL1iRfEIGipBw4ag0dgoAsx3viOfl5TI542NZu6nJAfff5dT6eqShYY5c2b/Wm6EEJc0NUlbaIJGTY20up85LkqcVFRQ0JgNkwkagAgaBw5wUSsMmYzdmHAKGnrRlaimg8pKngIk58ISJ4REl3zGcK4EDd83at/9bpHTdu6U8iaAPwkaa9fKGkyUBQ21vlNMJU6A7LynWOnokDZOCRqVlVK+2kWZKFIUUNAghBASHAoa0+MqQQOwP/nOh85OSc9IJPRcL5n0v8SJ7gQNGykTjY1yyr3k/w8RMxn5MCVoqBMVhw+bub4JurvzK28CyIL0yZN+P6tIfGlulnIi11xT2PepZ05/v97+uBA0FiwATp2yd78okk6LcLZwoZnr19fLBqDNFKi4kU7Lz5AJGtHEpwQNljghU8lk7JQ4qaiQuTsFDUL0op7nM5U4qayUsbftUrhtbdL6KmjMnw984APA978PPPUUUFoqY1YfuPhiYPXq6AsaiURW/C8W6uuBgwejVcJXJx0d8n4fJzFHPV85fiaGoKBBCCEkOBQ0cjMyIpuyticjqr6o7cl3PqRS2f7pYMUK2dSfnNR3Td3oWpBXp85sbW698IK9n2sUEzQKETTUaSYuSBMXNDUBmzbll/YyFVNllZSgUV6u97ozwRIns5NOy7NKl0B5Pmqxu5hPk4VFbXJQ0Igm6mdpehM8H5igQaZy+rScCjUtDyUSLPtHiAnyKXGSSMg6jO1DPG1tMqdYtMjufQvhnntkTXHnTnkOzp3rukdZGhqiLWj09sp6aFmZ657Ypb5e/qZ8PDRng44OOZhXEqMtZyVocPxMDBGjVwshhBDrjI1R0MiF2tRigoaQyYg0olPQSCZFEPLZYtYlaJSVAUuW2EnQAICWFmnvu8/8vaqrZfIWFUFjchLo6QFWrszv65Vc4/PfKYknIyPyWt6ypfDvNSVoDA9LaztBg4LGzChBwxQUNMJjOyZ88WJJ7PBZgo0SPiVoKEGDv1sC2JWHKGgQop98y9TV1bkpceJreoZiwwaR2cfG/JuvNzTIz3B01HVPgtHXl01LLSaKfd7T0RGv8iYABQ1iHAoahBBCguM6QWN83M8FRleCxiWXyAkF3wSN/n7gzBkxqXWhJns+b+zrXJCvrraXoNHSIlH3X/iC+XuVlsrJiqiUOBkYkAUcJmgQ33nuOXmP3Ly58O+trBRxylSCBgUNv0inszKZCVaskHj7Yl2o1IFK0FAirmkWL5bxNV87ehgaktYHQWPpUvndqj6R4sbm3yYFDUL0o6SCJUtm/joXgkZbm73krzDcc4/rHuSmoUHmcmoMGDV6eyloFBuZTDwFDbWmR0GDGIKCBiGEkOC4FjQAP1M0+vultS1oADL59q3EieqP7hIngP+Cxrx58hGWqip7gsbevXKaxFTc/fkkk37/HqfS3S1tvoIGEzSIK5qbpQ0iaJSWykJEnASNTMbePaOG6QSNRAJYu7Y4FyrD0tgoP7/PfU4+LyuTzxsbzd5XbdayzIkeBgfld2fz2TcdXGQmU2GCBiHR5uhRef3OVs5w1SoRsmzJeSdOyJqY74JGYyNw773ZzxMJO+OsfGhokDaqZU76+rJrdsXE4sVyAKkY5z1HjkiKp+/JOYXCBA1iGAoahBBCgkNBIzeuEjQAN/VFZ0MJGiYSNHp79V1TN4OD+k6kVVfbKXEyOZkVNGyRTEYnQaNQQYMJGsQVTU3yzK2qCvb9NTXmSpyUl+u97kwsWABMTEiKE8mNaUEDAK6+ujgXKsPS2Chy0XXXyeeZjHxQ0IgWg4OygWZLfJ0J9VqnOEoAJmgQEnXyHcPZLoXb0SGt7xu1apylRG5b46x8uOoqSTSMoqBx+rSMfYoxQQOQFI1inPeokoxxS9C45BJ5LXLsTAxBQYMQQkhwRkflRJgLoiBoBN0YC4OKr/TptHAqJa3OaO6aGjnl7XPygk5Bw1aCRiolm6gbN5q/l6K21u/f41QKFTSWLJENGU7miE0yGRE0tmwJfo3q6mwalC5UgoaOVKF8WbBAWpZqyM3kpJwGMi1o1NeLiHf8uNn7xBXbyWgUNPSiczwYFnUKkOMSAmQFDVsJGqdOUZgkRCfpdPa5PhO2BQ1VlsP3BA2fmTdPNrqjKGiotZ1iTNAAsoKGT2uyNlBiVtwEjZISGcczQYMYgoIGIYSQ4DBBIzcDAzKAU320SV2dbLD7NHjs7JRNeJ2bcqWlImkUU4LG8ePm/95bWqS1KWgkk/KzGhmxd8+gdHUBCxcCixbl9/WlpSJp8MQgsUlPj0SMBilvoqiuNlPi5OKL7Z4ip6AxM0NDImnYEDQA4KWXzN4njpw4IWO6m2+2d08KGnoZGvJH0GCJEzIV2yVOAI6JCdFJvpKtEjRsCZ9tbTLeX73azv108OlPu+7BhTQ0AL/8peteFI4SNIo5QeP4cZmPFxMdHXKA89JLXfdEP5WVHDsTY1DQIIQQEozJSWB8nIJGLgYG3JQ3AaTECWD/tOVMpFLZfukkmfQ7eUG3oAGYL3Oyd69IBarmqQ1qa6WNQpmT7u780zMUy5bxpCqxS3OztGETNAYG9J78UYKGTShozIx6NtkSNIox7jcsajw3tUa6aZYskZaChh58StBgiRMyFdsJGgAFDUJ0km+JkyVLZExsK0GjvV02aefPt3M/HfhQ1uR8GhqAY8eilzykDlEVs6ABFN+8p6ND1n3nzHHdE/0sXUpBgxiDggYhhJBgjI1JS0HjQlwKGrbjK/OhsxO4/HL9112xongEDVUux3SZk5YWYO1auyUI1MTd59+lIqigwcVoYpOmJlkQXb8++DWqqyXV5tQpff0aHgbKy/VdLx8oaMyMLUHj8stlvFhsC5U6UGXiTIiu08EEDb0MDtrZAM+Higo53UhBgwDyt1lRYWczhYIGIfrJt8RJIpEthWuDtjaWN9GBSjX9xjfc9qNQmKAhbbHNezo64lfeRLF0KcfOxBgUNAghhARjdFRaChoX0t/vTtBYuVJaXwSN0VGJ2zeVoOFziZNjx7KnUMNiK0GjpQXYsMHsPc5HTdyjkqChXmP5UlnJyRyxS3MzcN11sgkXlJoaaXVKYS4SNCoqpKWgkRtbgsacOcCaNcW3UKkDlaBhQnSdjvJy+Z1R0NCDTyVOEgnGNJMsNv82KWgQopeRERlb5zuGsyVoZDIUNMLS2Cjv1+95j3z+0Y/K5z6mfOSir09Kwqp5WLGxfLmUxS2meU8mE39Bg2NnYggKGoQQQoJBQWN6XCZoLFokC22+CBrd3TJYN7GxkExKbXadJ7x1MT4uG4JRStA4elSEF3VSwxaqxInvCRrDw/IzYoIG8ZmzZ4Hf/x7YvDncddR7WNQFDZWg4eP7hA+oZ5NpQQOQ02T795u/T9xIpbJjO1skEnI/ChrhyWT8KnEC8BQgyWIz3UUJGqZlc0KKBbVZmE+CBiCCRmen3vKFuTh6VOSvNWvM3ifONDbK70n9rq69VuZQ27c77Vbe9PYWb3oGIOPo+vriEjReeUXm23F93VPQIAahoEEIISQYFDRyc+aMSAOuBA1A0irUiUvXmIzmXrFCWh839lVNZ10L8jYSNPbuldZ2gsaiRbLg4HuCRk+PtIUKGuqk6uSk/j4VSlRO3ZDgPP+8vD9v2RLuOuqZ098fvk+K06dZ4sQ3bCVoALJQ2dkZvTrarjFVJm42KGjo4dQpYGLCL0GDyV5EYTNB45JLJJmH0jIhelCbhfmO4VatkvGw6ff2tjZpmaChj1275MDOtm3Z9TWf6evLrtUVK8UmaLS3SxvXBI3KSkktGhlx3RMSQyhoEEIICQYFjdyo08YqHt4FNuuLzobJaG5l5ftY5kQtfOha9Cwvlw+TCRquBI1EQlI0fBRtptLdLW2QBI2Jiay045IHHnDdA2KapiZpfUzQGB52l6BBQSM36TQwf76d30t9vYhqauGe5EcqZUZynY3Fi6VUGwmHGg/aSinIB5Y4IYqhIXt/m6q8DgUNQvRQqGRbVyet6XUiNc6L60l623z607K2+MQTwNgYcNtt/r+H9/UVd4IGIPOe/n4/1oBs0NEhbVwFDZVU5Ptrj0QSChqEEEKCQUEjN2ozy2WChhI0TMdX5kMqJX8jqoyFTnxO0NAtaAByasKkoNHSIpN/F3+7yaSfv8epBBU01KKZywXpEyeAe+91d39ij+ZmYOVKqX0bhspK2UyJS4kTChq5SaftpGcAslAJFNdpsrBMTsp4jgka0UV3opoOWOKEKGyWOAFY9o8QnajneCElTgDzgkZ7u6TlqPuRcKgEzLVrgR/9COjqAt72Nn9P8o+PA0eOMEGj2OY9HR1AaamsQ8QR9Zzl+JkYgIIGIYSQYFDQyI0vgsbIiB81fjs7pT8lBoYcxZSgAcjflOkSJxs3mrv+TNTW+l/ipKtL/o4LlY1UzW1Xk7nGRikj89WvyueJhHyw3Ek8aWoKn54ByMJqZWX0BY2yMhkvUNDITTqdfUaZ5qqr5NlTLAuVOujvl5IwrhI0KGiEx8R4MCw+lV4jbrFZ4gSgoEGIToKUOAHMl8JtaxOxtKzM7H2Kkde/Hvj2t2W+d8cdktLpGwMDMr5ggoa0xTLv6eiQdd+4vu6ZoEEMQkGDEEJIMCho5Ka/X1qXgoaafPtQ5sRkNPf8+bKo6GPyQtQSNEZHgf373QkaKkHDh9SX6ejuln7OmVPY97lO0GhsBL7yleznmYx8UNCIH319QE8PsGWLnuvV1OgXNMrL9V0vXxYsoKAxHTYTNObPl4W7Ylmo1IHJMnGzQUFDD76WOJmcBI4fd90T4pKJCUlYY4IGIdFEyf9LluT39ZdcItK+jRInLG9ijne/G3jwQeCxx4D77/dv/UQdnip2QWPVKlmzLpZ5T0dHfMubANn5MgUNYgAKGoQQQoJBQSM3ajOrqspdH2zFV+ZDZ6fZjYUVK4pH0DCZoHHggNQ03bDBzPVnI5mU17LPm0Hd3YWXNwHcJ2gAsmmvGBtz1w9iluZmaXUkaADyzFHSoQ6Gh+0naAAUNGbCpqABAFdfXTwLlTpIpaR1laAxNMSUhbD4mKDBmGYCZAUdJmgQEk3SaREuCjmxrkrhmmJyUjZqr7zS3D0I8PGPA//5PwMPPQT8n//jujfnotbmir3ESWmppAcWw7wnk4m/oMEEDWIQChqEEEKCQUEjNwMDcjph3jx3ffBF0Dh+HDh2zOzGQjJZPCVOqqpkUdNElGVLi7QuS5wAfso2iqCChusEDeBcQePpp931g5iluVneG1/zGj3Xq67Wl6CRybgpcQJQ0JgJ24JGfb2crPzLv7R3zyjT2SllYVzUc168WDZa+NoJx9CQtD4JGjwFSAA36S7Llsn8UK0jEEKCc/Ro4WO4ujqzJU4OH5bxPgUN8/zv/w28733Af/kvwD/9k+veZFHrOcWeoAHIvKcYBI10Wt7b45yco5KKKDcTA1DQIIQQEgwKGrkZGHBb3gQAKipksm66vuhs2Ijm9jlBY948vaJOdbVslphYUG9pkfh5V5MqNYE/fNjN/WdjclIkhyCbZBdfLB+uEzQaGoCSEmDPHnf9IGZpagKuvVbf+7JOQWN0VF5HFDT8YWxMNo9tCxpnzwKf+Yy9e0aZVEoERhfSrxIKfE62igKDgyLZLFzouidZ1Guei8zFjQt5yIdUOULiQhDJdtUqOcRjqixGW5u0cd6o9YWSEuCb3wT+4A+AO+8EnnrKdY+E3l6Zi9qcX/hKfb2siY6MuO6JWTo6pI1zgsZFF8maAuVmYgAKGoQQQoKhYvIpaJyLD4IGYD6+Mh9sRHMnk/Iz961sw+Cg/gVP9XdloszJ3r3AunUSxegC3xM01N9YkAQNQBYoXCZodHcD69cD110H7N7trh/EHKOjwHPPAVu26LtmdbWcgjt1Kvy1hoelLS8Pf61CoaCRm2PHpLW5gLp2rb17xQHTZeJmgoKGHgYHJYK+xKOlN5Y4IYC7BA2AZU4I0UE6nX2e50tdnYzJTW0ytrdLywQNO8ybB/zwh8Dq1cA73gG8+KLrHsl6TjIpcmqxU18vMtTBg657YpZiEDQAed5S0CAG8GiWSAghJFIwQQsgd4QAACAASURBVCM3FDSyqAQN04JGJgMcOWLuHkEwIWhUVUmr60S7IpORBI0NG/RetxB8FzS6u6UNKmgsW+ZuI2RyUk6yXHYZsHWrlDhRpyZJfNi7FzhzBti8Wd811XuZjmfO6dPSukjQqKigoJEL9UyyJWg0NgI33pj9PJGQj8ZGO/ePIqmU2THUTFDQ0IOJ8WBYWOKEANmxIAUNQqJJ0BIngLl1orY2SeVkeQt7LFkCPPGEyBq33eY+kbS3l79/RX29tHEvc9LRISKyer7ElcpKjp2JEShoEEIICYZrQaOkBJgzxz9Bo7/fH0Gjq8tcfGU+pFKy6GdyYXrFCml929iPUoJGb6/0d+NGvdcthLlzZcLjekFhOnQIGq4Wo195RdI/Lr0UuOUWYGIC+MUv3PSFmKO5WVqdCRo1NdJGXdBggkZuXAgaU9NYMhn5oKCRm7NnZWxDQSPaDA35J2gsWACUlTFBo9hxWeKEggYh4QlS4kRtoJoqhdvWJqfofUqNKgZWrgR+/GMZs91+O3DihLu+9PVl1+iKnSuvlNdCMQgal12WPUQZV5Yu5diZGIHvmIS4gAuRJA64FjQAGQD6JGicOQMcP+6HoLFqlfSnv99dHzo7zW8sKDu/t9fsfQolSgkaLS3SuhQ0AEnR8E20UXR1SRumxImryVxPj7SXXirpChUVwJ49bvpCzNHcLM9DnQti6r1Mx/uIEjRclTjRUaYlbqgNMpslTsrL3fwNRJHubhFYWOIk2viYoJFIcJGZsMQJIVHmzBkpVRKkxAlgLkGjvZ3lTVzxmtcA3/se8MILwLvfnV2vtUkmky1xQmS9+vLLi0PQiHt5E4AlTogxKGgQ4oIHHnDdA0LCowb8ZWXu+uCboKGSDdSpY5eYnnzng43a6Wry59vGvokF+cWLJTVGt6Cxd6+069bpvW6hJJN+J2gsXCh15IPgMkFjqqBx0UXAG98I7N7tpi/EHE1NesubAHpLnAwPS+sqQePUKbeJUj5iO0FDUVXl/v0mCqRS0jJBI9oMDtrdAM8XxjSToSGgtFTEXVssWSKCEAUNQsKhnt+FjuEWLZL3dxNrROPjwKFDFDRccuutwMMPA08+CezYYX/uMzgIjIxQ0JhKfX1xCBpr1rjuhXkoaBBDUNAgxDbPPSctF4lJ1GGCxoWoTSwfEjRcCxqTk3YSNJYskXqbxSBolJTIxpbuEictLWK8L1ig97qF4nOCRnd38PQMQBbPhodlwcI2UwUNANi6VRbP1OYfiT4DA/K81VneBBCxKJGIR4mTyclsH4igBI1CT1+GparKD5HVd1T8uKsEjYoK2byloBEOH0ucAG6TvYgfKHkokbB3z9JSec+hoEFIOMJItnV1ZkqcvPyySBrFsFHrMx/6kBwK/Yd/AP7yL+3eW63lsMRJlvp6Kf0zPu66J2Y4dkw+iiFBo7JSErPj+rskzqCgQYgtGhtl8nvddfJ5SYl8znInJKpQ0LgQnwSNlSulNVVfdDb6++V3Y3pjIZEQQ9+nEicTE1L308SCfFWVmQSNDRv0XjMIyaT8f/NxwhNW0FCRzi42Q7q7RWJSm7Bbt0rLMifxoblZWt0JGnPmyN9NHAQNADh50v69fSadlmQg2+M4E6JhHEmlZJy7fLmb+ycSMo6hoBEOH0ucACxxQtzJQy5T5QiJC+oUdxDJdtUqM4d42tulZYKGe/7iL4C77wb++q+Br37V3n3VmhwTNLLU1wNjY/E9HNPRIW0xCBrqeXvsmNt+kNhBQYMQWzQ2SmrG+94nn//0p/I5BQ0SVShoXEh/v7Q+CBrl5bIJ4ipBw2Y094oVfiUvDA1Ja2LRs7pa78bWyZMyqdq4Ud81g1JbK++L6nXkE93dWekpCOp0k4sF6Z4eSc9QJySvvFI+p6ARH5qbpdzYtdfqv3Z1tV5Bo7w8/LUKhYJGbtLprDxmEwoa+dHZKadcSxwu2VDQCMeZM/Lho6DBEifEVfkdChqEhCdsgsbLL+tPdW5rk5aChnsSCeBv/xa47TbgIx8BHn/czn2ZoHEh9fXSxrXMSTEKGhSciWYoaBBiG2WUtra67QchYaGgcSE+JWgA2cm3C2xGc/uWoKE2M6KQoLFvn7S+JGgAfsk2gJQmOXo0ugkaPT3n9j2RkBSNn/1M0l5I9GlqEslq/nz9166p0fPMGR6Wlgka/pBOB1vYD0tVlWzOTU7av3eUSKXsSK4zsWQJBY0wqJ+di03w2VB1tPk6LF6GhihoEBJVwpSpq6uTspu6X4dtbcCiRW7GluRCysqAf/5nmSP+0R8Bzzxj/p59fbLW4Cr9zUfWrpU2zoJGIuGuJKNN1POWgjPRDAUNQmyjNp4oaJDp0JmqYjKhRQkaZWXm7jEbPgoaCxdKOQEfcClopFIyUA+TOpAvySRw+LD+UyBBUQvyS5bov7Y6za7r/+vevdL6kKChBI3Dh93243x6eqQNI2j4kKAxlVtukYX5Z5+13x+il/FxWXDbssXM9aur9aTasMSJf7gUNMbHs2lTJDedne4XO5mgEQ6TiWphqawUSfP4cdc9Ia5giROiKJZU3zj9/wxT4qSuTlrdpXDb2yU9Q6U2EvdUVAC7dsnYe/t2WaMz+Tro7ZV7uVwj9o1Fi2Sdy5Sg4fq51tEhiSm+rIGbRM2bKWgQzcxx3QFCiorJyezGkzq1TMhUTp4EHngAuPVWPdd74AFzA7bRUaC0VD5c4aOgUVPjuhdZ6uqAH/5Qnj22I7I7O2UiMneu+XutWCF/B0eP+nFiQ9UkNFXi5OxZeVYsXBj+ei0t0k8fYihra6X1LUGju1vaKCZojI8DR45cKGjcdJMsnu3eDdxwg90+Eb20tor8sHmzmevrLnFCQcMf0mngmmvs37eqStpXXjEjMsaBoSERI1wnaCxenI0uJoVjMlEtLFMXmX3sHzGPyxInx46JIORyHYEI3d1m14x84dVX4/X/M52Wjd8gG+FqbPHyy3rngW1twI036rse0UNNDfCTnwCvex3wlreISGPqddDX58e6km/U15sRNMbG3D/XOjqKo7wJwAQNYgwKGoTY5NVX5Q10wQJg/37ZOJnDlyGZwr33Svu61+m75r59wPr1+q6nGB11W94EkM1/tenjAwMD/pQ3AWTyPToqG7QqncAWNqO51f+33l4/BA3TJU6AbFpLWPbulfQMH066LFsm74m+JWh0dUkbRtBYvFgkKdsnBg8fFkHrfEGjshK49lpgzx7gL/7Cbp+IXpqbpTWZoDE8LB/l5cGvMzwszxkXp2soaOTGZYIGIIKGiv0l52KzTNxMMEEjHD4LGlPraBfLwjo5F5cJGpmMbHCo9wPiho4O4KqrXPfCPJmMH2mROkmng6VnANmEU51Jq2fOiOzzoQ/puybRx1VXAT/6kRzSMElfXzahhWSprwceeUSeRbrW3Y4cAd7+dvnfZ8/aORiXi/Z24F3vcnNv20wdOxOiEZY4IcQm6lTwzTfLGyhPJBFFY6MM1L7znXP/+x13iO1cyMcdd5x7jQ0b5Nq6rVpfBA3fEjR8EjTU5MhFmROb0dzK0vclecHkgrz6+3rllfDXmpiQ0/e+LFiVlEi9Ul9+j4rubumbSvgIQkmJTOhsT+ZUeZbzBQ0A2LoVaGoCTpyw2yeil6YmeS6YKielnjlhUzROn5b0DBcyWEWFtBQ0soyMiDTjWtAguUmlpPUhQWNwUEQ/UjhqPOgipWA21Gufi8zFyciIzKFdJWgALHPimsZGYM2a7PM9kTCzZuSaxkaZh6kDAHH5/xkmOXTBApmX6lwjOnRINp+vvFLfNYk+GhuB178+u3Zq6nXQ28sEjVzU18s8VNc613/6T7I29cwz8vm8eW6ea0NDxSX6Xnyx7EEwQYNohkf3CbFJb6+0b3kL8NhjsjHGk2MEkIFUY6NEPQ8OyuQmKLfeCnzrW7LoUVUFfOlLwJ/9ma6eZqGgcSH9/eat9EKYWl/UZtzk2bMy+bCdoOHLxr6tBI2wtLfLAu2GDeGvpYtk0r8Eje5u6VfYxCsXNbdVeZZcgsYttwCf+xzwy18Cb3ub1W4RjTQ3S3qGKfFhqqARRrpTgoYLmKBxIWphiYKGn/iUoDE5Ka+dRYvc9iWKDA1J62OCButoFzcu/zYpaPhBY6PMuR5+WD4/e9b92o4JGhtl/VUlzYVZZ/OJdDrcwaC6uuxYQwdtbdKuWaPvmkQfar05lQJWrwb++38HPvtZvfcYGZHyVbaTe6NAfb20+/eHF1h27QK+/W35OX/lK5Ki8eUvA3/6p+H7WSiHDklbLIJGIiFyG8fORDNM0CDEJlMTNEpKRNAgRHHihN4YYRW/ZWrTmoLGuZw9K4tdPiVomIivzIeuLln8sLWxUFMjz1QlwblmcFAsdhNR/joTNFpapPUlQQOQkwC+iDaK7u5w5U0UlZV+JWi87nWyYb5nj90+EX2k0yJabd5s7h41NdLqStBwgUrQOHXKzf19RD2LXAga6p4UNKYnlZKNU9dShNq8ZZmTYPicoMGY5uLG5d8mBQ1/aGrKSqy//rXbvphEbSLGiTAlTgA5SKNzjYiCRjRQ63N/93f6S0WrNRwKGheiBI0DB8Jd56GH5GDNlVcCv/sd8Na3yn9XSRq2UanwxSJoADKPpaBBNENBgxCb9PUBpaWyabpmDbBvn+seEZ/o6pL23e/Wc72SElnYNXUanYLGuaiNBp8EjfnzZXPNtqBhO5p7zhz5/+nLxv7goLkTaWpRU0eCxt69QFlZdsLoA8mkP79HRXe3nvIRLhI0enrkfWDhwgv/be5c4A1vAHbvttsnoo/f/U5adSrQBOo9rb8/3HWGh4Hy8vD9CcKcOfJ+yASNLOpZ5ELQmDNHNhUoaEyPzTJxM0FBIxyDg/LcKytz3ZMLWbhQXotcZC5OVIIGBY3i5cQJ4MUXJSq/tFROZccVJWgoYTcOhClxAkiChjpUo4P2dpkzuBZLyezcdZckXTz6qN7rqjUclji5kKoqGVMHFTTGx4GPfQy47z4RNH71K1k3SyRkb8m1oOHDnMUWTNAgBqCgQYhNenuB5ctlArRuHRM0yLkoQeO//ld917z6aiZo2EJtmKvTxr5QV2df0HARzZ1M+pWgYUrQKCuTUkg6BI2WFnlGuH4dTyWZlAVDX066T06K5BDlBI1c6RmKrVvlxJN6/yHRoqlJxpSvfa25e+iSwlwmaAByQpSCRhaXCRqALFRS0JieVMqe5DoTFDTCYXI8GJZEws24hPiByxIn6n2HgoZbnn5aNudvvlk+4ixoqMMjIyMyt4s6Z87IXDmsoHHmTHgBW9HWxvSMqPD1rwPXXgt84Qt6Xw9M0JieREIORQURNE6ckKSM//t/Za/g+98/99DDHXfIdV3Mczs6JAHX1SEMFyxdyrEz0Q4FDUJs0teXtUnXr5eJgi+bUMQ9aoNMx0lthcnT6BQ0zkVtXvmUoAHory+aD6mU/G5syio+JS+YXpCvrtZX4mTDhvDX0UltrbSmkn8KZWAAGBvTI2gsWya2vc2FwdkEjVtukZZlTqJJc7O8hk0uipSVyUIEBY14QUHDXyYnRaz14TQaBY1wDA35K2gAXGQuZlyWOCkrk/tS0HBLc7O0118PbNsGHDyYPQ0dN1SCxsREPN7P1OntsCVOAH0HedrbpewC8Z9EArj/fuCll4Cf/lTfddVhKQoauQkiaHR1ATfeCDz5JPDVrwKf/7wkZU/l+utFtnvuOX19zZeOjuITs5igQQxAQYMQm/T1ZQcr69ZJ++KL7vpD/KKrSza1q6r0XTOZNLfROTZGQWMqvgoaq1ZJiYaJCXv37OyU+54/eTDJihXFI2hUVYXfLB0YkBMzGzfq6ZMu1HukL4JGd7e0uhI0JiclUtQWswkaV18tUgwFjegxMSElTjZvNn+v6mo9gobL0zUUNM4lnZYFWlebxxQ0pufwYZGgmaARfXxO0ABYR7uYcZmgAbgp+0fOpalJ5gGXXCKCBhDfFI1Dh7Jj0DiMPdRzO2yCBqBH0DhxQtYVKGhEh/e9T9K9H3xQ3zX7+qR82oIF+q4ZJ+rr5X0v33HX734n8kVPD/CTnwA7duT+uk2bpHVR5qS9HbjiCvv3dUllpazn6SoPRQgoaBBil97ebIKGEjRY5oQourpkE1DnpnZtrWxImNiU8ClBw4fBkYqH9E3QqKuTmoU2N7xdRHMnk7LYODxs9765iEKCxt690vomaKgEDV9kG5VspCtBA7B3WnVkRBYBZhI0EglJ0XjySbsSFwnP/v2SwrZli/l76RA0hoeZoOET6bSUyyotdXN/HaJhXHFRJm46KGiEY3DQTUJBvrDESfHiMkEDoKDhmkxGEjSU5Hv55bJ5GEdB4/Rp4MgR2egE4iFo6EhBU6m9OgSN9nZpi+0kfZS56CLgYx+TQxovvKDnmr29TM+Yifp6afNJ0fjnfwbe+EagokJkuptumv5rKytlzde2oHHypMzlik3QWLpU1s2OH3fdExIjKGgQYosTJ+QNTA1YVq0Si5uCBlF0dektbwKYPY3ui6CRyYiA4JqBAdkAmj/fdU/ORefpiHxRCRo2UfKbDxv7UUjQUIKGbyVO4p6gAdhbkFYxozMJGgCwdaucAnj+efN9IvpoapLWRoJGTU34GtUsceIX6XRWGnNBdbVIlaOj7vrgK6mUtD4kaFRUiMRDQSMYvidosMRJ8TI0JO/JrubyFDTc0t4uY/+pku+2bcBTT8VvrKSkRzVejoOgoaPESXm5vA51lMJVggYTNKLFvffK2uUXvqDnelNLupMLyUfQyGSAz34W+KM/Al77WhHp1PfNxKZN9gUNVTqqGAUNgONnohUKGoTYQm0aqs2nkhKgoQHYt89dn4hfvPyyfkHD5Gl0XwQNwI8yJwMDsonlG0rQ0DH5zofBQVn0s33yUz1bXQsaExMi5JlO0Dh+HDhzJvg1Wlpk437JEn390sGCBfLh+veo6O6WqM5Fi8Jfy3aCRk+PtLPJJTffLO3u3Wb7Q/SiaoevXm3+XrpKnFDQ8Id0OtzJy7Cocn7coLuQzk5JN9IhBoZFlcGhoBGMoSG/BQ1V4sSHJEJiF9fpLhQ03KLGkFMl323bZH3nySfd9MkUahNRyShxEDR0JGgAIoLqOMTT1ibjBRtzEqKPpUuBD34Q+Na39LwuppZ0JxeycqUIMdMJGmfPAnfdBXzqU8AddwA/+1n+Mv2mTfJatvm+2tEhbbEKGiwRSDRCQYMQW6jNpqlG6fr1kqDBRRFy5oxsfqjNdF2Y3LSmoHEuAwP+lTcB9MZX5oMSQVyUOAGyqQGusFHTWf2dhZmA7d3rX3qGorbWL0FD1yaZ7QQNJWjMlqBRVSWlbvbsMd8noo+nn5Y2kTB/r+pqKady+nTwa5w+na3/7QIKGufii6ARh40S3XR2ynxRjXFdQ0EjGOPj8szxXdBgTHNxMjTkXtBIp4HJSXd9KGaamkRAv/rq7H+78UYR0uNW5kQJGjfcIGPmOIw7lKAR9qBFXZ0+QePSS/1LkiWz84lPyFrq3/1duOtMTEgpIQoa01NSAqxdm1vQOHpUys7+wz8ADzwAPPpoYfOATZukffZZPX3NByVoFJuYpebPFDSIRihoEGKL8xM0AGDdOnmoh42NJtFHxeibStAwVeKkrEz/dQuBgsbszJ0rfwe2BA0VzV2sCRpqE8N0iRMg+In2kRHgpZdkU95Hkkm/Spzoei6ryZztBI18okZvuQX4zW9kE574TWOjLDC/+KJ8nkjIR2OjuXuq97agz5xMBhgedpugUVFBQWMqFDT8JZXyo7yJgoJGMJSw63ITfDYY01y8uE53WbZMNvTU64TYpbkZuP562TBUlJUBt94K/PjH8RJnDh0S8WTZMnnmxWHccfSoCDZhD0vV1UmZ5bC/7/Z2ljeJKmvXArfdBnzlK+HWVAcG5JnOEiczU19/oaBx8KCkGT39NPCP/wj85V8WfgDjta+V77FZ5qSjQ9YIFiywd08fYIIGMQAFDUJsoU51ny9oAJKiQYqbri5pdQsaFRUyeWOChnl8FTQAmXzbKnHiKkGjvFwWwV0naNgQNNTfWdAFphdflAk0EzRmR2eCxvz58ndqM0Fj2TJg3rzZv3brVmBsDPjVr8z3i4SjsVEEK0UmIx8+Cxpnz0ofXZc4GR6O16ZDUDIZCho+09lpX3KdCQoawbCRqBYWngIsXnwocQKwzIkLTp2SMsuq5MdUtm2TU/DPP2+/X6ZIpeSEdyIhY484jDt0jeFWrZI1vSNHgl8jk5EEDQoa0eX++2WO953vBL9Grv0OciH19bL2Pzwsn//iFyJnHD8O/PznwB//cbDrLlgg11YJmzbo6ADWrLF3P1+goEEMQEGDEFv09cmDfOpGCQUNojAlaADmTqNT0MgyOgocO+avoKGrvmg+dHZK3OaiRXbuN5UVK9xv7EchQWPvXml9T9BwXf5reFgmXroEDSAb6WyDnp7Zy5soXv96GZ/s3m22T0QP09WuNUVYQUOVRnEtaADZBbFi5tQpGbdQ0PCPM2dkHMMEjehjYzwYFiZoFC8+JGgAFDRc8OyzIqtu3nzhv912m4gMcSpzcuhQVnqMk6Chnt9hUOWVw6wTpdPyPCnGjdq4cPPNwDXXAA8+GHz9JVdJd3Ih9fXS3n8/8PWvyyGZ5cuB3/0OeN3rwl170yZJ0LC1htbeDlxxhZ17+cSiRZI+ZXLsbPLgDfESChqE2KK390KbtLISqKkRg50UN11dQGmpGePY1Gl0ChpZ1ETfV0Gjrk42a8fHzd/LZTR3MlkcgkbYzdKWFknX8emE7lRqayXNwfWGgSoRolvQsLUY3d2dv6Axbx7wh38I7Nljtk9ED0rQ+PM/t3O/mhppg5bkU1JEebme/gRBCRosc5J9troUNFQ0dxw2SnSihG2f3p8paAQjCoKG7dJrxB+YoFG8NDVJe8MNF/7bsmXy3+MiaExMyOGR1avl8+rqeIw7jh7VM4bTIWi0t0vLBI3okkgAn/iE7Ev84hfBrpGrpDu5ECVoPPwwcPfdwJveBPz2t3rWTzdtkuebWsMyyfCwHKgqRkGjpEQOJJpM0HjgAXPXJl5CQYMQW/T15bZJ161jggaRSVEyCcyZo//aTNAwj9ooV5tYvlFXJwsUNuQFl9HcyaQ/JU6WLDF3j/Jy+Qi6wLR3L7B+/bl1h31CTexdyzZqo0ynoFFZaTdBo5C+33ILsH+/+9cQmZ0DB2RM+bnP2blf2NQenxI0KGhkN8RcChpxihrXSSolrW8JGkND7lOtooYaD7rcBJ8NljgpTiYnJU6dCRrFSXOzbKZPl8CwbZvE5Acd8/lEb69I/0rQiMu4Q1eJE5XeG6YUblubtBQ0os0dd8hz+QtfCPb9vb1AWZnbuUUUuOIKOZgJAPfeKzKcrnHipk3SPvOMnuvNhJqvFKOgAcjfuYmx89mzwH336b8u8R5PV+YJiSF9fblt0vXrZUPExsl24i9dXVmDXTe1tSJo6K67TkEji1rA8DlBAwg3+c6HyUmRjVxtLKxYISe8x8bc3B+wd2KyqirYwlkmI4KGr+VNgOx7pQmxrBC6u6WNYoLGiRPykW+CBiARmwDw5JNm+kT0ceBA9gSODcrKRDqjoBEPfEjQAOKzUaITNU7zLUFjYoKvnUIZGpLW5wSNhQvlcAATNIqLEydkPsAEjeIjk5EEjS1bpv+a7dulfeIJO30yidpEnCpoDA3JOlaU0VXiZP58OWAUJkGjrU3eR0ytZRI7zJsHfOQjwOOPZ1NRCkHtd/h6AMgHGhtl/XpiQj7/+7+X9XRd5Sw2bJA5uw1Bo6ND2mIVNJYu1S9oNDbK6/Chh+TzREI+WO6kKOCTkxAbjI7KonYuQWPdOtlcVm9wpDjp6soa7LpJJkUA0r0AQkEji++ChhImwky+8+HwYfm7cJmgkckEj+HXweCgDKznzTN7n6ARrS+/LAuzGzZo75I2amuldZ2g0d0tiwyqPzqwlaChoi0LETTWrZO/q927zfSJ6GFy0r6gAcjfRlhBgyVO/ICChr+kUjJ+8CmRTSWCscxJYUShxEkiIYvMFDSKCx/koXnzpNwiBQ27dHbKz3zz5um/ZsMGmVPHoczJoUPSqrUJlQgX5b+7s2eBU6f0jeHq6sKXOLn8cjNJwMQuH/2obPB/8YuFf+90B1JJlsZGWatUiXTqf+vagJ87V57fFDTMY2Ls/OlPy3qceh3ddZfevw/iNRQ0CLHBkSPSTlfiBGCZk2JmfFwGtCYFDUD/aXQKGlmUEOCroHHppbIIa1rQcB3N7UNpjGPH7Cx4Bk3QaGmR1ucEjeXLpfUhQUN36ally2SzWm1YmyKIoJFISJmTJ5/Un7hE9NHbK3VfoyRoDA9LywQNP6Cg4S+dnTKGSiRc9ySLGtNQ0CiMwUGZJ5kWdsNiKqaZ+Isv5XdspcqRLE1N0s6UoJFIALffDvz0p9FPmjh0SDac1XxICRpRHnuo57UvgkZbG7BmjZ6+ELdUVwPvfz/wjW8UPubr7aWg4QObNgHPPmt+LaejQ97DFy0yex9fMZGg8fOfy77gX/2VfP7II8D3vqf3HsRbKGgQYgNVzz3XgKW+Xk7oUtAoXvr6JObMlKBh4jT65KSIJRQ0hIEBOQXkcvNpJi66SJ4/pgUN19HcSoJzKWgMDtoRNIJulu7dK+8511yjv0+6KCuTBTQfEjR0P5fVYprpBekgggYggsarr8rfCfGTAwektS1o1NSwxElcSKflObtwodt+KEFDnSQjIrq6klynQ41pjh1z24+oocaDPsk2uWCCRvGhEjQoaBQfzc2SZtbQMPPXbdsm46Vf/9pOv0xx6JAICKWl8nkcBA31vNZR4gSQn093d7bsQiFMTkqCxpVX6ukLcc8nPiHztocfzv97MhlZt8l1IJXk5tOfNnPdTZskLbetzcz1Fe3txZueAZiRmx98UN6j/FeLkgAAIABJREFU3v9+4FOfAq6/HviTP3G/JkqsQEGDEBuoB2quAcv8+WIc79tnt0/EH7q6pI1SgsbYmLQUNISBAX/TMxR1dVmBwhSplCxEX3aZ2ftMh/pbV1KcC2wJGlVVskBT6GJKS4ssovgqEymSST8SNHT/Laua26Y3Q3p6gpVnueUWaffs0d8nogdXgkZ1dfDyURQ0/CKdloUl1xvHVVXAmTMS1U1kgTuVcie5TgcTNIIxNOR3eRMFEzSKDx9KnAAUNFzQ3CybPrOlA950k6yzRL3MSSoFrF6d/TwOgobuBI1Vq2RtL8i8+/BhYGSEgkac2LABePObgYceyq75zsbQkMz1mKCRP6bKVmzaJK3pMicdHcUtaCxdKnNYXam4Bw/K++1HPiLJe5/5DPCtb8k+x513Mt22CKCgQYgNlKAx3YBl/XomaBQzKtXAlKBRXS2L8DrNSxV3SUFDGBjwq154LlatspOgceml7v4uli6Vv4liSdCYnCx8Ub2lRSbevpNMuv09Tk6K5KBb0LCVoNHdLaViCi3Psny5pKvs3m2mXyQ8Bw4AS5ZkZR9bVFeL3DAyUvj3qsWL8nK9fSoEChpZlKDhmjhslOhkcFBOvfmaoEFBozBsjQfDUlnJBI1igyVOipOREZkHbt48+9dWVABvfGP0BY1Dh86VHuMw7tBdpq6uTtog60TqlD5LnMSL+++XA0/f/35+Xz/TgVRil/p6mW+bFDRGRmSdrNgFDUDf+PmLX5Q19I98JPvf1qwBvvAF4Gc/k5bEGgoahNigt1eSMqabBK9bJ3Y3T5AVJypBw1TqQFmZbKxQ0DBHVBI0envzN+GD4DqaO5Fwv7FvU9AACltgGhqS583GjWb6pJPaWre/x4EBea1EOUEjaN+3bpVIY10nAoheDhyQxRfb6QfqmROkzMnwsLQuEzSUHEJBg4KGr7guEzcdFDSCMTjofgM8H1QdbZYaKh58S9Dg354dnntOStRu2ZLf12/bJqd6OzrM9ssUx47J3/rUBI0FC2T9KMrjDnU4Q2eJEyCcoMEEjXhx++3yO33wwfyez7MdSCX2KC0Frr3WrKCh5isUNPQk0B07Bnzzm8Add1y4p3DPPcDb3w588pMsQRxzKGgQYgNVj226xfR166R98UV7fSL+0NUl6Qvz5pm7R22t3nIBFDTOJSqChkoFMEVnp/uNhWSyeEqcAIVtlqpBfRQEjWRSFm3Vs8Y2psQ5WwkaPT2SZhOEW26RZ+q//7vePhE9KEHDNmEEDR9KnJSUiKRBQYOChq+kUtL6lqBRUSELvhQ0CiNKCRrj45LeQoqDwUFZl1LJUq5YtkzG+XxftkNTk7Q33JDf12/bJm1UUzQOHZJ2qqCRSMjYI8rjDiX56xI0VIpvkFK47e1yEJEb8/GipAT4+MeBp5/OPjdmQq298e/ADzZtAp5/3tzBPCXtUdDQI2h89auyVnL//Rf+WyIB7Nwp6al33CFlVUgsoaBBiA36+mYerChBg2VOipOuLnPlTRS6UwXUYI+Chvwsjh6NhqABmCtzMjIiEpDrjYUVK9wlL0xMyAK3zQSNIIJGFEqc1NZKe+SIm/t3d0urW9C45BLZ6DKZoJHJhBM0/vAP5dm+Z4/efpHwpNPycfXV9u8dVtBIJLLv2a5YsIBpdQAFDV9RmyOux1Hnk0jIuIaCRmEMDUVH0ABY5qSYGBqS8WiJ4+VglSr3qU+57Uex0NwssoJ6752Nyy8XIThOggYQD0Fj4UJ963Bz58q8O2iCxhVXuH+WEP3ceaeMYR58cPavVWtvav2GuOX662V93NT+EgWN7Ng5rKAxNgZ8+cvATTdl9wVz3euRR+RA95//ebj7EW/huyghNujtnbke26pVcqqPgkZxYkvQYIKGGdQE33dBQy34mxI0VOKALwkaLuJybUYGB9nYammR76upMdMnnSipUedzqxBMCRolJWLcm0zQOHpU7PqggsbFFwOvfz2we7fefpHwHDggrYsEDfXcCFripLzcflmW81mwgCd1JyflGeGDoKE256K8UaKTVEreHxYudN2TC6GgURiTk9ERNHTX0Sb+40v5HfUe8NBDbvtRDGQychJ+8+bCvm/bNuCXv4zm2Gm6VKqoCxpHj+pLz1DU1QUXNFjeJJ6UlwN/8ifAD34w+99Gb6+8rlyvDRNh0yZpTZU56eiQRIclS8xcPwroStD4l38RwSlXesZUbr0V+LM/A774Ra7RxRQKGoSYZnJSNphmStAoKQGuuQbYt89ev4gfTE7KRqBpQaO2VhbedIkMvggaZWXSuhQ01GaV74LGihXyrDElaPgSzb1ihfw9HDtm/95q88LGgvzixcCcOYUnaGzY4H6TNB/UCQxXaSjd3bJJtmiR/msvW2Z2I0SVMQoqaADA1q0ijbpKMCG5cSloKCmsv7/w7z192m15EwUFDdk0npz0Q9CYN0+es1HeKNFJZ6f7MdR0UNAojJMn5XXmwyb4bOg6BUiig0rQcI0SNIh5enpkTL9lS2Hft327nPB98kkz/TLJoUMiF5eXn/vfoy5omEhBq6srvMTJ+Lis/1DQiC8f+5isH84m0amS7sQPVq0SgcCUoNHeXtzpGUBWTgmzppfJSELNVVcBt902+9f/r/8FNDRIug2l6thBQYMQ06TTspk9Wz22detkM8TFqW/ijoEB2Uy2kaAB6Nts80XQUJHpPggavqcSlJXJxClIfdF88CWaW/2tu9jYtylolJQUtsA0Nga88AKwcaPZfunChwQNU8/lZcvMJmio9I8wgsYtt0gbxQXZOHPggIgOYX63QbnoInm2BS1xQkHDD9SzxwdBA4j+RolOUin3KWTTQUGjMGwmqoWFJU6KDx/SXRobgRtuyH6eSMhHY6OrHsWbpiZpC03QeN3rRFaPYpmTQ4cuLG8CyLhjYCC6667ptP4EjVWrROIZH8//e15+Wb5+zRq9fSH+sGIF8N73Ajt3zjx/mq2kO7FLIgFcd53ZBI1iFzTKyuSQQRi5+Te/AZ59Fvj4x/MrEzV/PvDtb8tBxB07ovseRnJCQYMQ06hNwtmM0nXr5OEe5GQiiS6qLISNBA1A36a1L4IG4I+g4XuCBiCTb5MJGvPmuRdV1OSwt9f+vW0KGkB2gSkfDh6U1+2GDWb7pIulS+X54jJBQ3d5E0VlpZ0EjTD937hR+rlnj54+ET0cOACsXeuu1nN1NQWNqKOePRQ0/GJiQuYEriXX6aCgURi2x4NhYImT4sOHEieNjeemzGQy8kFBwwzNzbK5s359Yd9XVibR6rt2ye8rSswkaJw9G93xoIkydXV1Mg4pZN7d1iYtEzTizf33AydOAF//+vRf09tLQcM3Nm0CXnxR5uA6OXtW1smKXdAA5DkcRtB48EGZJ3zwg/l/z4YNwP/8n8APfzjza5JEDgoahJhGDXLzSdAAJEWDFA9K0KirM3sf3akCStBQJUZcQkEjf4LWF80HFc3tunyGkuHinqABFLZZ2tIibVQSNBIJEcviKGiYTtDo6RG5JUx0dEkJcPPNImjQzveHAwfclDdRBBU0hocvjJh2AQUNChq+cviwJF0xQSMeREnQWLQIKC1liZNiwocEDUDG+i7HNMVEU5OcqA6ydrN9uxwie/55/f0yxZkzMofM9Z6qSvZFdexhqsQJUNg6UXu7tBQ04s2mTcCNNwJf/KJIPOdz5oyMH1jixC82bZLfl+7n9ssvi6xHQUME56Bj585OkSzuvbfwNZL77wfe/GZJ3lDPYRJ5KGgQYhp1ipuCBsmFrQQN3eUCmKCRpb9fBlU+bD7NRl2dLFaY+HmlUoXFYpqipkYW/IolQSPfxaWWFnmtXHWV2T7pJJl0U+JkeFgmWyYTNI4dy73IoYOeHlkkCZuysHWrPN9eeEFPv0g4Tp0ScSiKggYTNPzBN0Ej6N9U3EilpPU5QWNoiMJevqjxoOuUgnxIJGSRmQkaxYMPCRqK+no/xgdx5uxZ2aTbsiXY97/lLfKciFKZk5dflver6RI0gGgKGqOjMo7VXeJECRqFlMJtaxPBz5fxJDHHJz4hfxs/+tGF/5bvgVRil02bpNVd5qSjQ1oKGuHGzg89JGt1H/tY4d9bUgJ885uyF/OBD4jgTyIPBQ1CTNPXJ6dSZov9r6yUr9m3z06/iB90dcmi54IFZu+zeLFszrLEiX4GBqKRngHI5DuTyZZA0EUmI5M2HwzesjL5fRRTgkY+GyZ79wLXXAPMmWO+X7pwlaDR3S2tyQSNTEYkDRP09ACXXhr+OrfcIu3u3eGvRcLz0kvSuhQ0amooaEQd3wSNqirpkylhLSqoTRGfEzQmJvj6yZehIWl9SCnIB9Ol14g/nD0LjIz487dZXy9jBFNjYgL8/veydrN5c7DvX7YMuOEG4PHH9fbLJIcOSRs3QUOd1tY9hrvsMpFwCknQaGuT9AzX6anEPO94hxwofPDBC/+NgoafLF8uB3aeflrvdZWgsWaN3utGkaAJGidOADt3Au97X/DXzYoVwN//vfx+//qvg12DeAUFDUJM09srC9qlpbN/7fr1TNAoNrq6zKdnADJx0nkanYJGligJGupkpu4yJz/4gQw0fWHFCneCxty5UuPXBtXV+dXQzWQkQSMq5U0UrhI0TAsaalHNVJkTXYLGihWycL5nT/hrkfAcOCCt6wSN48clzrYQTp/2I2VqwQLZmPIh7ckV6bTIMj4IM4BslGQyLK+QSsmJKFPvO2FRm7ksc5IfUSpxAoSvo02ig5KHfErQALJjHKKf5mZpgwoaALBtm5zEjkriVVwFDVOS7UUXyby70BInLG9SHMyZA9x3H/Dv/w4899y5/6bW3FjixD82bdKfoNHeLsk5ulN8okjQsfPXvy7rt/ffH+7+730vcOedImj89rfhrkWcQ0GDENP09eU/WFm3Dti/v7gXjouNl1+2I2gAek+jU9DIMjAwe0KOLwSpLzobH/4w8J73ZD9PJOSjsVHfPQolmXRX4sTmYrxaYJptsezIEVnQ2bDBfJ90kkxKWQfb8o+NBA3AzGnViQl5zusQNABJ0XjqqcI35Il+DhyQBTKXkaJKRix0gX542A8hoKJC2lOn3PbDJSZql4chyhslOunslOd2WZnrnuSGgkZhDA6KcGM6IVEXLHFSPFDQKD6ammS9afny4NfYvl3aJ57Q0yfTpFIiBqs511TUf4viuEM9p01sjtbV5b9GNDIi82Weoi8e7r5b5lHnp2jkW9Kd2GfTJkm80Dl27+iQtQgm58hz+MSJwkqMTEwAX/oS8PrXA9ddF74PX/qSvL9/4AN+HZgkBUNBgxDT9PXlP1hZt042mlVsFIk3mYy9BA1A/g4paOgnSgkayaSk+RRSX3QmXnoJ+Nd/lcm5SgPIZOTDpaDhMkFjyRJ798t3s7SlRdqoJWjU1kprO0Wju1teJ+r+ujGZoNHfL5KnLkFj61aRM37zGz3XI8E5cEAWRFxu4AYVNHwqcQIUd5kGChp+kkplU858hIJGYQwOygZ4VBawWeKkePCt/M7KlcC8eRQ0TNLcHC49AxDJP5kEdu3S0yfTHDok6Rm5nsFz58oJ8CiOO0yVOAFkDJLvGtGhQ7LewwSN4mHRIpE0vvvdc9fZ+vpkfrVwobu+kdxs2iTts8/qu6YSNEhWlCukRNu//qs8Z8OmZygWLgQefVT2le67T881iRMoaBBimt7ewgQNwG2ZE5ebqsXG4KCc4lSpBqaprZWNzkwm/LUoaAhjY7KgGRVBY84c2bjVkaDR3w/cdptc8yc/8WvDJ5mU19fp03bv6ypBY7YFpr17pV2/3mx/dKPeO23LNt3dcu85c8xc32SCRk+PtLrSP97wBhECdu/Wcz0SnAMH3JY3AeIjaPzN37jth0soaPhJZydw+eWuezE9FDQKY2jInw3wfFAxzTrmiMRv1GvYlwSN0tL/x96ZR0d13Xn+W0IywmJxQBIgORiQbQExCBOLxS5iFHe8AJPdk047k+msnZzO5k4yyWRDeLp7TnfntB1Pd7uznXEW253ESXcygGOI49jYBmNsA7IR1oo2QAEhsYhNy5s/vn1PSaJUqqp373v3vvp9ztG5FEjvXVSv3rv39/v+vj+gstJOgUYU4mJdXdwbrFnj7zixGLB+PfDkk4k4kM0ogcZ4lJa6ue4w1eIEYEyyszO9avDGRo7ioJFbfO5zdAD4539O/F0mBalCsCiHBl1tTgYGGEcWgQZRAo1MYnr3308x3LvepW8et9wCfP3rwI9+BPziF/qOKwSKCDQEwSRnztBmKN0WJ4sX0w41TIHG5s3hnTvXaGvjGKSDxrlz7B/vFxFoEFUB74pAA+CC0K9A4+xZ9qL94x+BLVsSSYVNm3xPTwthJfaDFmhk4qCxYAErH1xCOViEIdAw1d4EMOugoQQauhw0pk4Fbr4Z2LFDz/GE7Lh0iRUrLgo0PI9rj6IiM3PKBCXQ+Jd/CXceYSICDfs4f56tyMRBIzoEvR70y6xZdN8Se+ToY5uDBsC1zcGDYc/icqIQF9u9m6NfBw2AbU7OnAGee87/sUwyPExXqlQCjdmz3Vx3KAcNUy1OhofTaxPb0MBRBBq5xcKFwLvfDXz3u4lCqEwKUoVgueoqfkZ1CTTa2ijQEYEGUfdhdV+eiL17+fz83OcoTtXJN78JrFwJ/MVfhNPqW/CNCDQEwSQqqZTugmXKFNrEHThgbk6p+MlPwjlvrhKGQAPQ0y5ABBpEJalcEmhk0l80GYODwH/9r0z6//znCes8wJ5KIyWKi7pAI90euvv305rWNcJscWJSoDF5MhPFJh00dAk0ALY5efVVNwOZUaGpiQGRJUvCnYd61h07lv7PXLhAkYZNDhq5jG0CjZkzKU7P5fuLWpPZ7KCh2reJQCM9VIsTV1D3hHSDzIK72OagAVCg0dYG9PeHPZMEqtXD+fPhzsMvu3Zx33Hjjf6PddttPJbtbU6OHmVsKNUz1WUHjWnTzMTglKtvOm1OGhq4J3Ct+EPwz733sqXDj3/M111d6RekCsGzciWwZ4+eYzU1cRSBBsl07Xz//bx/f/Sj+udSUAD89KfM0/z5n1NsJziFCDQEwSQqOZjJgmXp0uAdNGpraVv44Q/zdSzGL1uSrVElaIGGzmp0EWgQJdCYMyec82fD/PlMeF+4kPnPeh7w6U8DTzwBPPQQXTRsRImRglYPnzwZrECjoIBJk1TV7P39DKIsXx7cvHRRVMTAT5BCm+FhihxMCjQAbuhMOWgUFekNvL/jHRyfekrfMYXMUNbfYTtoTJ7MaysTBw1VYRW2QKO2Fli3LvE6F9e6AwOsnrZJoJGXR7Ghi4kSXbS0cLTZQWPqVFZ7ZdJnOZdxzUFD3RNMCEcFu7DVQQMA3ngj3HkAibiYSu5feaXba4Xdu4EVK/TEbIqKuI7assX/sUzS3Mwxqi1OTK3h1BoknUKexkZxz8hV4nHgrW8FHniAhVtHjoiDhs1UV/M90lHwpAQa8tknmThodHWxuPHjHwemTzczn+uu4+fyqacoBhGcQgQagmCSTB00AAo0WlrYQiAoamtHi0JOn2Yi1tWNqCscPsxNvwmLwmSIg4Z+XHTQUJvv9vbMf/av/xr4wQ+Ab3wD+OQn9c5LJ2G0OBka4r0z6IDnRBatdXW8n7so0AD4XgbpoHHsGJOYpgUaJSXmHDTe/GYGk3WxYgWFQNu36zumkBlKoFFZGe48AN5zXBVoeB7w8st8vXw579m5tNZVASSbBBqAu4kSXahqVZsdNGIxrm/EQSM9+vrsSoBPRDZ9tAU36e3l3rmwMOyZJFDuYGqtEyZqrfChD/H117/ublzs0iVaqq9Zo++YGzdS+K8SdTaSrkDjxAnu312ip8dc7PDqqymaTUeg0dBA52ch94jF6KLxxht00RgaEgcNm1FuxzranDQ2UrCt2lPmOpmsnf/pn1gI9rnPmZ3Txz7GNkRf+xpdlAVnEIGGIJhEVW9nKtAAgNdf1z+fVIy0KlQ9BQWztLXRPUNnIi0VJhw0Cgr8H8svItDIDGVfmWmbk4cfBr71LTrt3Hef5klpZurU4J0XwqpIKy1NnSxVC3MXW5wAfH4G+T4q4VIQAg1TDho625sArJq+7TZgxw4GqYXgqa/neqGoKOyZZC7QUJblNswdoOAIoHjt/e+nICtXUAEkEWjYRUsLBUy2BzxFoJEenueug4a0OIk+fX12tTcBWPU5aZIdAg2FKl7auTPcefhh/37GSFav1ndM5Z5pc5uT5mZeT6n2cqWlvFe7ds8z6aBRUMBE+0QxotOnuQ8QgUbucvfdjC1/85t8LQ4a9rJ8Oe+HOgQaTU1sbxJU/sJ2rrySYteJniP9/cB3vwu85z2JWLwpYjHg+99ncdU997BNm4sC0xxEBBqCYJKuLt4Yp0xJ/2eUQCPoNidbtyY26zbYS+YCbW3mH9AjmTKFwUJdAo1Jk/gVNmEKNI4d48Js6tRwzp8NmfQXVTz5JPCJT7DVwfe/78aivLw82BYnKmkRhoNGqmTpvn0UqwTVSkk3ZWXRFGgUF5upVG1vNzP322/n+2BT8DyXqK8Pv72JwlUHjZFs2gR873t0hfnkJ3NHeCQCDTtpbaW7me1rKxFopMf589wn2ZYET4W0OMkdbHR3ueIKuh3YssYcGOBcYjFgz57w4gx+2bWLo04HjQULuB61uc1JSwv3QqkKiZQg0rW1h0mBBsA40UQxosZGjtLmIHe54grgM59JuJyKQMNerrwSuOEGvQINIUFx8cQCjR//mPune+8Nbk4PP8yi769+Fdi8OZjzCr4QgYYgmKSrK/PFyoIFrDI8cMDMnJJx8iTw/PNMwObliUAjKJSDRpCUlelpFzAwYEd7EyB8Bw2X3DMAXgMFBek7aLz6KquM3/IW4PHH7XnfJ+Lqq4NN7Icl0JgosbV/P90zbE/8jEd5OXD0KC0BgyBoBw2dieFLl3hP0u2gAVCcBdBFQwiW4WHg0CERaOikthb46Ec5Pvxw7lSWiEDDTlpaEu3nbEYEGukR1nrQDzNmUHQvAo3o09trp3ho8WJ7BBqNjVxTv+tdwIULwCuvhD2j7Ni9m/so3e0HNm4EnnkGOHNG73F10dycur0J4K5Aw2SLE4BrkYliRMptWRw0cpu/+ItEIaq0OLGb6moKNPzEnQYHKd4SgcZoZs1KLdAYHgYeeIDvwc03BzevO+5gO5UHHwzunIIvRKAhCCbp7Mx8sZKXR4VjkA4aTz7JB8d730vVtAg0zNPfzwd50AINXe0CLl2yJ1EvAo3MUJaf6Qg02tqA9esZZN66FZg+3fj0tBF0a4wwHTROnWIAcSzDwxT7LV8e7Jx0UlbG3qZBBdDa25momDHD7HmKi/meqeS1Drq6uPE2IdC45hoG4rZv139sITVtbazItkWgMWcOK3CT3XOSoa5xW1qcjORb36JQ4777gB/8IOzZmMdmgcaZM7zOcw3PSzho2I4INNIjrJZ3fojFJg4yC9HARgcNgGucxkY72o6pONynP83xuefCm4sfdu3S656h2LCB79Pvfqf/2DqIqkDj0iW2FzHtoNHVlWhnnIyGBj4zJvodC9GltpZrBrVunzOH10SuCN5dY+VKrt+bm7M/RkcH7/si0BjNRGvnJ57gPfMLXwi2YK62drQ4IxaTz6jliEBDEEySjYMGwDYndXXBWS5v3cqFfnU1UFnJSk3BLG1tHMMQaOhw0LBNoDEwEFyF/Ui6u7khcY358ycWaJw8Cdx1FzdeTzzhnnWhcl4YHAzmfGEKNAC6MYyluZlisKqqYOekE3Xd6bhvpYOpFiFjKSnhmOx9y5aODo4mBBoAXTT+8Ad3rZ5dRVWU2iLQUPecdIPa/f0cbXLQUMRiwL/+K3DnncCnPgVs2xb2jMxis0AD0Hs/dIWeHopTFi4MeyYTIwKN9HDRQQMw13pNsAubHTQGB/0lkHRRV8eChltvpTh5586wZ5Q5x45xr796tf5j33wzhew2tjk5dYrP1SgKNFQS0KSDxvz5jEErR8lkNDZyr5lJG28hWtTW8jpRMQHP45ckf+2kupqjnzYnTU0cRaAxmlmzUq+d77+f8cy77w5uTkDiM/raa3wtn1HrEYGGIJhiYIDJ22wFGj093FiZZmiIydf167kRXbSICr8wkt25hEqOh9Hi5Ngxvu9+sE2gAaRW+pvCRQcNYOL+ohcuAO9+N4Nk//EfbG/iGldfzftYJlb8fgizxQmQ/P+5bx9Hlx001DM0KDeUoAQaKkHqkkDj9tvphqB6WgvBYKtAI917q40tTkZSUAD84hcUst19N7B3b9gzMseJE0yqpOrLHgYuJkp0odZirjho9PUFV0DgKmo9aGMSPBUTBZmFaGCzgwZgR5uTAwdYtDR5MhCPsxWwa7Gx3bs5mnDQKCigffq2bfb9XpTAZyKBxpvexNinS+sOJdAwKbJVa5FUhTwNDdLeRCC2xIOF1LzlLUBhoT+BRmMjx+uu0zOnqJDKQePAAeCpp4DPfCa8vbeLcfwcJSuBRiwW+3QsFvvDf37ti8ViP4zFYu0j/m6p7okKgnMcPcoAVjb92Jb+50coiDYnu3ezUn7DBr6urGTFfGen+XPnMmE6aAwN+U9a2yjQCLqqe3CQgUxXBRrd3cntxIeHgQ9/mNVCP/oRsG5d0LPTg0rsB3UvC9tBYzyBxqRJwJIlwc5JJ2VlHINy0GhrC9ZBQ2cyxLRAY906Xk87dpg5vpCc+npeLyYr5jIhagINAJg6lW5ypaVcD7e0hD0jM5w4YZ97BpDbAg11rbnioDE0RMcPYXxcbHEC8N4gLU6ijefx+rRRPLRoEUcbBBp1dYl4XDzOWJlrDrO7dzMhtGKFmeNv3Miin1dfNXP8bEn3mZqXx7W1S+uOIFzQ5s/nOJ5Aw/NEoCGMZtOmsGcgTERBAXDjjf4dNKZMAebO1TevKFBczDVCMrFtWUj2AAAgAElEQVTiAw8w/vHJTwY/r5HIZ9QJshJoeJ73kOd56zzPWwdgJ4DvAnhM/Z3neQFklQXBclS1b7YOGkAwAo2tW5lwuf12vq6s5OjaJtQ12tq4UAp6gaMr2SkCDVa+e56bAg1VHaGEQiP58pdZTfwP/wD86Z8GOy+dKHFcUM4Lvb28FoO2+0yV2Nq/nxVphYXBzkkns2cziBbE+3j2LDdYrjpotLczIVRUpO+YI5k+nZV427ebOb6QnPp6e9wzgOwFGqauS13MmUNHuYEBtveKYqJSBBr24ZqDBiBtTibC1RYn4qARfc6epcjKRoHGtGncu4Ut0DhzhsnpkQINAHjuudCmlBW7djEhZ2oPeOedbBO3dauZ42dLug4aANceLq071P3ZpGC7vJyx4fEEGidOsI2MVNELCmmZ4AbV1cArr2Tf/rmpie1NYjG983KdWbMozjh1avTfd3cDjzwC/Pf/DsycGc7cFPIZdQJfLU5isVg5gNkAbgKwMRaL7flPN418LbMTBJdRVdvZCDSKi5m4P3BA75ySsXUrsHZtYqOuqhfeeMP8uXMZVaWdF3CnKV3tAi5dssciOyyBhkpOuSjQGK864jvfAf7xH4HPfhb44heDnpVegm6N0dsbTjB+IgcNl9ubAEB+Pv+PQbyPyoHCZQcN03N/xzuAl1+OZvLaRjzPfYFGfz9Hmx00FIsWAb/5Dddo73xncpcplxGBhn20tvJ5MHVq2DOZGBFopIf6/cyYEe48MqW4mPcIaWETXWwXDy1eHL5AQ/VrVwKNa6/lumfnzvDmlCmDg6yUXr3a3DlKSoBVq4AtW8ydIxuamzm3adMm/l7XBBpBtDjJz6cT43itcBsaOIqDhiC4RXU1iyayfcYqgYYwGiWYGxvTe+gh5kw+//ng5yQ4id/M4F8CeAjASwD+xPO8lQAKAKwf+42xWOyTsVhsbywW23tcZ7WgINiKSiZl0+IE4KbQtINGeztFIKq9CcAN6PTpItAwTVtb8O1NgETSWhw0/BMFgcbIzfcvfwncey/wnvcA99/vvjq6uJjXaJAtTsIIeBYV8WtsgOnECT6HqqqCn5NuysuDaXHS3s4xCIHGjBkMgulcE3d0mGtvorj9diZvnnrK7HkE8sc/8t5ik0CjsJDX77Fj6X3/uXMUo9qyZpiIeBz46U9ZffqhD7HaOCrYKtAoKqL7lEuJEl20tLjhngGIQCNdenuZHMx3rGapuJiJXWlhE11U+x0bHTSAhEAjmVV4UKj427JlHGMxrgtcctA4cIAC0zVrzJ5n40YKQfy2ztVJc3N67hmAewKNIBw0AK5JxnPQaGzkKAINQXCLlSs57tmT+c8ODfHeKgKNy1H345HFSxcuAP/yL8yzKYd6QZiArAUasVgsD0ANgD8AOOB53tH//Ke9AC7zu/I873ue593ked5NJapqUBCiTGcng9jZJuyWLgUOHszegiodtm3jOFKgEYvxISICDbOEJdAoLaVtoQ4HDVuSLWELNObMCfa8Opg7l++f2nw//zxwzz2stHnkEV4jrhOLMbEfdQcNgJ/rscGx/fs5uu6gAbA1UxDvY5ACjVgsUa2qiyAEGjfdxOT8jh1mzyMQVeVik0ADoDAxkxYnV17plujv/e+nm9SvfgX81V9Fp6LcVoFGLOZeokQXra3AwoVhzyI9RKCRHn199joUpGK8KkAhOiiBhq3X5+LFXDMoR7swOHCAAquRcZp4nHvmoET/ftm9m6NJBw0gEUN84gmz58mElpb0n6nJ9s8209NDty0V+zLF/PnjCzQaGig+VMU+giC4wbXXMobz0kuZ/2xXF+P/ItC4HLWvHinQePRRFmHde284cxKcxI+DxloAL3qe5wH4SSwWq4rFYpMAvBvAfi2zEwSX6eqie0a2AemlS5lwbmrSO6+RbN3KDYxqa6KorAQOHTJ33lzn4kVWg4ch0Jg0iYICcdDwj8sOGnl5vP62bOFn/Z3vZFL6N79hFWtUKC+PvoMGkDxZqgQa4qCRPu3tvEeWlZk/F8ANnS4HjXPngJMnzQs08vOB224Dtm8HNm3Sd1zpjZkcJdBYsiTceYwlE4FGfz8dElzjC19gYOXBB+kq5Trnz/O9sFGgAeSmQGNoiIJtcdCIFmGuB/2g7g0i0Igu6rNrq4OGWuuE2eakrg644YbRMbx4nOPzz4czp0zZtYvxHtOxpqoq7tFsaXNy6RL3cpk4aJw9yz2UCwQlsp0/n/vuZLG1hgbGj11ziBKEXCcvj4U22Qg0VE7qustq8YWxDhqeBzzwAF243v728OYlOIcfgcYdAJ79zz/fB+AnAPYB2OV53u/8TkwQnKerK9FOIhtU30tTbU7On6dF+YYNl4tIFi1iUlP1DRf0oqpCwhBoAHqq0UWgweTUlClu9A1Pxvz5dOm56y5usn/7W3sTN9kStIPGzJnBnGssyRJb+/bxsx4F17Lycm56Llwwe572dp4rqKBTSYm+RIh6rpgWaADAO97B39V99+k75ubN+o4VJerrWcnpZz1pgmwcNFzk298G7r4b+OIXgZ/9LOzZ+EPda2x9zueiQKOzk06J4qARLXp77U2ApyJZFaAQLVxw0ADCE2h4HmNvKg6nWL6cQlNX2pzs3k33DNPOZbEYY4nbtzM2FDZtbWyPk4lAA9DbbtIkQQk0lGi0re3yf2tslPYmguAq1dV0ico0pqZaG4mDxuWMFWg89RTXEV/4glvuoULoZB2B9jzvayP+/BqAZVpmJAhRobPTX9/HxYupcjxwgMFh3Tz9NEUaI9ubKFSfrIYG4MYb9Z8711GbnbAEGuXliUVWtly6ZE/wMSyBxrFjTFK5uvBS1pR//CPwhz+4kyDIhKuvpiuI55l/n8J20FB2tor9+6PhngEkHC2OHjVbadzeHkx7E0VJCYU0OghSoHH77Yk///735s+Xy9TXUzRr23Nm9mwGINLBZYFGXh7w4x/z3vPhD7M92NveFvasssN2gcbs2fruh67Q0sLRFQeNadPoMiUCjdT09roZxJYWJ9HHdgeNkhJeh2EJNI4c4e9orEAjP59xvZ07w5lXJhw/zmrnT3wimPNt2AB873sUr4RdLdzczDFTgcYf/xheXC4TenoS92mTqBjR4cOjxRjDw4wh3nab+TkIgqCf6moKw/fvB1atSv/nmpoYc7etYMQGZszg3kitne+/n8+WD34w3HkJziG+VIJgAs9LtDjJlilTuCA25aCxdSsD5rfeevm/KYHGoUMi0DCBEmiE1buxrAx45hl/xxAHDVYPu9jepLZ2dLX6uXPAypVsVxC1NgPl5RSimXa3GBoCTp0KT6BRWspNwdAQNwgXL9IdJZkAz0XUZrCry2wiq63Nn7AyU4qL9SVC2ts5mhaYjL1/6AzSKRFCFO9F2XLwIPAnfxL2LC5n9mzeVy9enLgX9rlzbrY4URQWAr/+NXDLLcC73kWLc9tazqSD7QIN5aARhKDSFlpbOboikI3FmNgVgUZq+vrsdShIhbQ4iT7KQWPGjHDnkYrFi8MTaKi421iBBsA2J5s3c79n8+/vxRc5rl4dzPluu43rwC1bwhdoKNFjus/UkQINFzhxIpgWAyMFGiPp6mJcRRw0BMFNqqs5vvRS5gKNigoWLgijicUonOvpYf5s2zbGsQoLw56Z4Bgi0BAEE5w4wQS2X4Xh0qXAyy/rmdNIPI+bqHe8I/mD47rr+KB54w395xaYBMzL8yfg8UN5OYOr589TCJQNItCgQMOVqseR1Nby69Il/u48L+wZmUN9xrq6zAo0Tp3iGKaDxvAwNwalpUzqDg7SkjcKKAcNk+1qhobofBW0g8bJk3yv/LZV6ejgc9t0ZYO6fxw5wnP5FfsBdH/5ylcYVF650v/xosKpU/w9K8tvm5gzh+Mf/zixa0t/v7sOGoqZM4EnnqCA66672N9d3ZdcwQWBxsCAu8ntbGhpoagyCOcjXbzpTSLQmIgwHdX8oKoApcVJdOntBaZP5/tsK4sXA7/6VTjnnkig4Xl8/t95Z7DzyoRdu/j+3nRTMOcrKgJqalj89Y//GMw5x6O5mbGtuXPT+34XBRpBrOHKyoCCgoSIVKEceIMQiQiCoJ+rr2bc8KWXMvu5piY3neGCQgk0vvMdxtc//emwZyQ4iAg0BMEEKonkNwG/dCnwi18AZ88CU6f6n5fi9ddZbfuNbyT/98JCKqdFoGGGtrbExicMVALvyJH0LSDHIgINCjSCrLbXjS3vn0lGOi8kC7bpQiUrwhRoALwmS0tpWwhEp8XJyHuWKbq7mRwMUqAxst+7Xzeejg4eI6jPtUpO62j3MGsWBRrNzSLQGMmhQxxtFGiMvOdMlFw+d85Nt6mxzJ/Pqpi3vQ1Yvx549lkmulxBCTRKSsKdx3iMTJS4mNzOhtZWPnP8CvSCRAQaqRkYoCjN1hYSqcjLoxhNHDSiS1+f/dfm4sVcFx8/Hvzz6sAB7jmSifpXr6bw4bnn7BZo7N7N/V+QwtgNG4DPfpYJ/DCT983NdM9I14XLJYHGwABw+nQwLU4mTeLaZKyDRkMDR3HQEAQ3icUYa9mzJ/2fGR7mvXVki1thNLNm8fm3dStwzz2JZ4sgZID40wiCCZRAQ4eDBkBBhU62buW4fv3431NZKQINUxw+HG6fSx3V6DYKNB57LLhzDg0xgOl60mnTprBnYBZ1D+7sNHuesAUaYwNM+/YxMBcVpftVV7EiyqSDRlAtQkaiAs86kiEdHcFXYeu6fygnItU7WiDK4tt2gcZEnDvnvoOG4sYbgccfB157DXj/+xkwd6Udz4kTTMDampxzKVGii5YW95zYZs6k85OQnLDXg34pLhYHjSjjgkORWvOE0eakrm58QX9REbBiBbBzZ7BzyoShISbegi4gUS01VYwxLJqbMys+Kiri+tSFdYe6LwflgjZ/fnKBxpQp5t0aBUEwR3U18zynT6f3/UeP0nk7KnFFE8yaxQK58+eBL3wh7NkIjiICDUEwgUoG6hJoKLtFXWzZwiBzqvkpgcbwsN5zC3TQCFOgMdJVIFtsFGj8+78Hd87jx/nZcF2g4UpiKVvmzqVS3GRiH0gkK2xw0AC4QVi61G4L40yIxSgsM+mgEYZAQwXZjh/3f6wwBBq67h9XXsnPqgg0RlNfz+dsur20gyRTgUZRkdn5BMkddwDf/z6wYwfwyU+yJ70LnDjB5Lqtz4VcFGi0ttr5+U6FOGikpq+Po+1J8PEoLhYHjSjT22uvSE8RlkBjYIDnTOW4GI9TABG0a2e6vP46nXdXrw72vAsW8H0LU6DheRQ9ZvpMLS11Y92h7stBOGgAyQUajY1M0uZJGkkQnKW6mvfLl19O7/ubmjhKa6PxUfflP/kTs67NQqSRJ6sgmKCriwtX1aM7WxYsYFD7wAE98wKYSHzhhYTSfTwWLWJQ3XRiM9cYGqKAxwYHDT/JThsFGkGiklKuCzSizhVXMPCSSw4ankcHjeXLw5mLKcrLxUFjPDwvHIGGTioqGFgVEtTXMxhiY/uDTAQa/f3RcdBQfOQjFCg9/HDYM0mfoHqXZ0uuCTT6+/n5cc1BQwQaqQl7PeiXWbNEoBFlXHDQePObuWYIWqDR2Mj4xkQCjQsXgFdeCW5embBrF8egBRoAsHEj8MwzwJkzwZ8b4PP03LnM2/fOnu3GuiMMB41jx1gRrmhokPYmguA6N93E8aWX0vv+xkaO4qAxPuq+fO+94c5DcBoRaAiCCTo7Kc7wG1TPywNuuEGvg8aTT7LyfyKBRmUlR2lzopcjR4DBQW56wmLGDAY+/CQ7BwbsEGjU1rLyWhGL8cu0M4QINNzh6qvNC83CDsi/6U183nR3M1Hf18f+w1EiCAeNGTP4FRS6HDT6+lgx57pAQxw0RlNfb2d7E4AWx9On516LE0Vt7eh1RlBrDz/YLtBQc3MhUaIDVZnqooNGXx+FgcLlqPWg7S4F4yEtTqKNCw4aeXksFApaoKHibcuWjf898TjH554zP59s2L2bn+FMRQo62LCB8aHf/S74cwOJPUSm/3fXHDSCWscp8WhbG8fBQQrpRaAhCG5TXMzPd7oCjaYmoKDA7TiTKWpruf//+7/n6w0b7I8HCNYiAg1BMEFXl77efEuXcsOoKxC2ZQsfytXVqb9PCTQOHdJzXoGoTU6YDho62gXY4qBRW8vPhnIL8Dx+BSXQ8OuSI5jHtPMCEL5AIy+PAabubrpnANF10DCVFGpvD9Y9A0gE2fxWq3Z0cAx6/jqpqOD7O7JSK5e5cIGBUFsFGgAFiseOpf4ez4uuQMPzgK99ja/PnQtm7eEH2wUaBQVsweJCokQHyjHIRQeNoaHwqqRtJyotTkSAE036+uwXaABc+wQt0DhwgC3AFi0a/3tKS5mg3rkzuHllwu7ddM+IxYI/9803U+S+ZUvw5wZyR6ARZIsTICEmPXyYIg1pcyAI7lNdnZlAY+FCe1tkhomKB6g1c1C5CCGSiEBDEEzQ1cWqbR0sXcpKlomC4OkwNAT89rfA+vUTP2DnzgWmTRMHDd3YINAA/CWtPc8eBw1F0G4B4qDhDuXltOQ0SW8vW+1MmWL2PKlQAab9+xmYi1r/w7IyJu9V8kM3bW3BCxyuuIIuBH4dNJRAw+XKBlVF3toa7jySEcYmu7GRbme2CzQmctC4cIFjUZH5+YSBEju/+mq480gH2wUagDuJEh2oe52LAg1A2pyMR9iCXb/MmsU9nghwssPmoPzAAN3WXLg2Fy/m2jbI67CujgVKE7VOjceB55/nGs0mTp5kYdWaNeGcv6AAuPNOYNs2YNOm4M/f0sL9b6YxNrXusF2UppyNwhJoqFiKOGgIgvusXMnYVzp7rqYmaW8iCAEgAg1BMEFnp14HDUBPm5Pdu7l5m6i9CcANTmWlCDR0ozY5YVc6l5dn76AxMMDRJoGGcgvQIWRKh+5uoLCQIibBbq6+mklCk5X5vb3hBzxVsnTfPm6ipk4Ndz66Uc9UU21OwnDQAICSEn0OGi4LNFTFm6oqt4nNm4M/p6ocdV2g0d/PMWoOGgol0Ei3CiksPE8EGrbR0kLhUklJ2DPJDBFopCYKLU4AaXOSLWGsF9Ll1CmOLlybS5ZwDNLJta4uPXF7PJ4QQ9jEnj0cV68Obw4bNjAWc999wZ+7uZn7oIkENmMpLaUzhKkCAF2cOMG9fWFhMOebO5exPiUmFYGGIESHdPevnicCjXQJQ5goRAoRaAiCbvr7uQHW6aAB6BFobN1K54zbb0/v+ysr7dt8uk5bG4OxYScrysqybxdw6RJHmwQaykFj//5gznfsGJNTYViICplhOrEP2CHQUImtffui194ESLyPJtrVnD3LYGtYAg0dDhr5+W63XFICDWVRbAunT4dz3vr6hFDWVtIRaJw7xzHsNY8pysu5nrJdoHHmDNduItCwh9ZWume4to4UgUZqenuZQAsqiaYbVZ3tVziai/hdy5nGpfY7SpwaVJuTM2dYRJOOQGPtWo7PPWd0ShmzaxdbXk7Uxtgkd94Z3jOtuTnz9iYA1x2A/WuPnp7g3DMAXkvXXJMoLmtsZAsb29eRgiBMzIoV/IxPtH/t7mZ+S1obTYzNDmqCE4hAQxB0o5JHuhw0ioupYD5wwP+xtmzhpjLdyolFi5j4URWQgn/a2sJvbwLw+rx4kUnJTLFZoLFvXzDn6+6W9ia2U1vLINGf/zlfX3stX5tYPNsg0Jg9myKUlpbgW/4EQVkZRxNCG+VAEYZAQ/V790NHB38/LvcGLS6mI5EtAg11/5gxg69jMXP3j2TU1zN5G2bbpImYPZtrCLUmSEbUBRpAZn18w0LdY2wPrOeSQKOlJdHaySVEoJGavr7w14N+UPcIEWikj1ovqERv0OuFdHHJ3aWigsLjoAQar73Gcdmyib+3ooLrn507zc4pU3bvBm64ITx3z9pafgZU8U/Qn4OoCzTCcEGbP390i5Prr3dPVCoIwuVMnUoh5ET718ZGjuKgIQjGEYGGIOims5OjLoEGQDW/XweN9nYeI532JgpVuakezIJ/2toSPR3DxE+yUyVjCgr0zccvM2cyuRqUg4YINOyntpZBItW/+Gtf4+soCzQGB/nnKDpoqHuWCQeN9naOLjtouNzeBGDAb+FCuwQanpeoRNyzx9z9IxkHD9rd3gRIOLakCmorgW9Rkfn5hEV1NQPXNttjuyTQOHky0UovqnhewkHDNUSgkRob1oN+kBYnmVNbCwwPJ4QPFy4Eu15IF5ccNAoKWLEblEBDFUKl46ARi7HNiU0OGsPDwIsvAmvWhDcHtW7++tf5+vTp4D4HZ85wLZqN6FEEGuMzf/7oFifS3kQQooMqMEjlqN3UxFEEGoJgHBFoCIJuVPJIV4sTgJvFgwcTybds2LaNYzYCjTfeyP68QgLPYyLQFgcNILtkp40OGgBdA4J00HC5nUAuMXUqxz/8wdw5bAjIqwATEE0HjcJCCrFMOGiEKdBQDhrZtJtStLeHM3fdVFSwqtwWPC/Rc3nr1uDOOzTE89ou0FAixVRtTnLFQQMAXn453HmkwiWBBhD96v3jxyleEgeN6GHDetAP0uIkO3p6EgKIV14Jdy7j4ZKDBsA1UFACjbo6Ok+kG6OJx+ksoAqzwubQIbZYXr067JkANTUcgxSwKBFBlB00gm5xAlBEevw4z93RIW0OBCFKVFfz863iYMloaqKblQ35C0GIOCLQEATdmHLQuHgxoWDMhi1bGAhctCj9n7nuOlYJHDqU/XmFBMePA+fP27HAUdenHwcN2wQay5dTTHT+vNnzDA3xvRQHDXeIx1kBf/asmePbEJBX1+OUKXqfPzZRXm7OQWPSpIRLR5CUlPD5nu21OTzMdYfrDhoAA6utrfw/2cCJEwx4A8EKNFpbeU2IQMMNbrqJo81tTlwTaNieKPGLSia56KAxbRqflyLQSE5vrzsJ8GRcdRX7kotAIzNGuo3a1vpC4ZKDBsA1UHNz6jZquqirY3uQdNs3rF3L8fnnzc0pE3bt4himg4ZizRreQ0wWRoxFue9lI9BQ6yLb1x1hOWgAwFNPUbQuDhqCEB1WruS4Z8/439PUxPtAfn4gUxKEXEYEGoKgm64ubnx1BqOV3WK2bU7Onwd+/3u6Z2TSN3DKFIoJxEFDD6qHow0CjblzOUbNQWN4ONFH1hQ9PTyPCDTc4VvfogORiUDa0BCTuGEHPFVi6/z56PaHLSszJ9AoLw9n86mCbdm2OTl+nPfkqAg0Ll408x5ng3LPuOUWYO9e4NixYM6rKkajJNCIcouTmTN57aYKcIWNSraWlIQ7j4nINYGGiw4asRiT+CLQSE5fX/jrQT/k5bFKW1qcZIZaL0ydalfri5G46KAxNGS+1a7nMcaWTnsTRVUV1zW2iHF27+Z9xwaHgyuv5Lr56aeDO6cfgUZ+Pu95Nq87BgYYawhLoLF9O0cRaAhCdFi2jPH8VAUGTU3S3kQQAkIEGoKgm64u/dXLS5YwYKL6Y2bK008zaZdJexNFZaUINHTR1sbRBoHG5Mnc5EVJoLF8OUfTbU5Ukk4EGu5w883sZ2yimkdV2IcdkM+F67G83EyLk7a28FqEqIRpttWqHR0coyDQUMlKFWgNG5Vw+cIXOKpWcaaJkkCjv59jlB00AFYh2e6gUVBA9wObyRWBhmrlpJIfrvGmN4lAYzxscFTzy6xZ4qCRKQ0NdJZ573spBrfFCWwkfX1MRrvyPFZrINNtTo4c4ec2E4FGfj6dImwR4+zaxfYmeZaE99etY9u306eDOV9zM++72YqPSkvtXnecPMkx6BYnYwUaNgiABEHQwxVXUGw43v7V80SgIQgBYskKThAiRGenfoFGYSEVy9k6aGzZws34rbdm/rNKoOF52Z1bSGCTQANgNXqUWpwsWMDKpf37zZ5HJaNyISEeFYqKmEAzUc2jkhQzZ+o/drrU1o5+7sRi/KqtDWtGZigvp0BqcFDvcdvbwxNo+HXQiJJAQ1W+2SLQaGxkEP5d7+K1F1Sbk/p6YM4c+6tcr7ySz9xcb3ECsI9vZ2dwLiuZoqyxbXdXyhWBRmsr15CuOsuIQCM5w8MU7dp+756I4mIRaGRKYyP3oTU1TKba2B5WubvY/hxQVFZyNC3QUPG1Zcsy+7l4nMVTSqgfFqdOAQcPUqBhCzU1vB8G5TDS0pKde4bCdoFGWG3q5sxhHLqjg2uW6dODPb8gCGaprqaYLpmo9MQJiuxEmCUIgSACDUHQTVcXcPXV+o+7dGl2Ag3PY1LhHe/gAjtTFi1iBaQtluMu09bGjY0tgbvy8mg5aOTlUQVs2kFDBBpusm4d2xScOaP3uCpJEWbFZG0t7/VKSKf+HDWBRlkZN5A6g2hDQ0ysioNG+MybR0GEqi4Pm4YGunoUFNCBbPv2YHqh19fb756hmDMntSghlwQagL0uGmH0Ls+Gq67iPcDmRIkOWlqYzHUVEWgk59Qprr1cd9AoLpYWJ5nS0MBimnicr21pfTGS3l57YhDpUFTEohbTAg3lUJuJgwYArF3Lz/uuXfrnlAl79nAea9aEO4+RrF7NOJEJ58pkNDeLQMMEsViisEyStIIQPaqrGRtN5piu2ouJg4YgBIIINARBJwMDDFTrdtAAuGlsaQHOns3s515/ndXB2bQ3ARLVC9LmxD9tbXbZGUfNQQOgQOPAAbPWskqgMWeOuXMI+qmpYTJetx2tDQKNXEE9W3UKBru7+ex22UGjsNCN5OtE5OczEGiLg4ZKuABcQ509Czz7rNlzep5bAo3Zs9Nz0HDVKSBdbryRIlERaPgjFrM/UaKD1tZESycXEYFGcvr6OLq+Hpw1i9eokB6ex0TG9dczSTxnjj2tL0aiHDRcYvHiYBw0yssz/92sWsW2NmGLcXbv5rNz5cpw5zGSKVMoGDHhXDmWwUHG2PwKNFKtZcNGCeaCbnECJGKXaj8kCEJ0SBfbtikAACAASURBVFVg0NTEUQQaghAIItAQBJ0cO8ZNuimBBkDBRSZs2cJx/frszisCDX20tdnT3gTgdaqSk5lgs0Bj+XKqgE0GFru7gcmTxebRNdasYSW87moe2wQamzaFPQNzlJVx1CnQaG/nGJZAY/p0XpfZOmi0t9M9wxXL6olYuNAOgcbwMAMTqmLsttt43zfd5uToUdqJRkWg0d/PBEZBQXBzCoOiIuAtbxGBhg6iLtAYHOR9Wxw0oodt68FsKS6mIFHam6bHkSMUI153Hddi8bidAg3XHDQAroXeeMNs4UVdXebuGQCf+ytWhP9e79oFLFkCzJgR7jzGUlMDvPpqQrhmivZ2Plf9iB5LS/n5CMIlLxvCctAAEmsVEWgIQvRYtIjPsj17Lv+3piYWH9hUYCoIEUYEGoKgE5U0MtXiBMi8zcnWrazsy1Y0UlbGHuM29lJ1jcOH7RNoeF7mFQO2CzQAYP9+c+fo7mZSKioJ0Vzhyitpuaq7mse2gHzU2pqMRD3HsnH+GY+wBRqxGANufhw0otDeRFFRYYdAo6sLOH8+EZAsKmKw2bRAQ1WKRkWgce4c77258Lysrk5YjduGSwKN2bOjLdDo6KCbVxQcNGy81sNErQddS4KPRd0rMnXtzFUaGjiq9UI8zj1/Z2doU0qKiw4aS5ZwLdbWZub4AwNcd2Uj0AD4Xu/ZA1y8qHde6eJ5dNBYvTqc86di3ToKa0w7jKi2iH4dNIDsxfKmUfMK00FDWpwIQvSYNAm46abxHTSuucbOmL8gRBARaAiCTtRG3ISDxoIFTBCoPpnpcPIk8MIL2bc3ARhUr6wUBw2/9PWxKtYmgUa21eg2CzRuuIFK3337zJ3j2DEmEAT3WLcOePllfhZ1YZtAI8qUlnIjqcNBY9MmPt8+8AG+XraMr8MQuJSUZB8UjKJAo7c3/OrssQkXgGupxsbEv5nARYFGT8/4TlxKoJELrFzJdbdtrQGGh/keuSLQiLqDhkomue6gMTRExzohgevrwdparoO+/GW+nj49vHWRSyQTaADhOyuMxVUHDQA4eNDM8RsbGddYtiy7n1+7FrhwAXjlFb3zSpeGBr6va9aEc/5UrFrFFoym25woUbcOgYata4+eHsaBCwuDO6d6Hnz1q3z9vvfJ80AQokh1NWPnYx2EmpqkvYkgBIgINARBJyYdNPLymHzOxEHjyScZmPUj0ABEoKEDVflhk0BDCYmiJNCYMoXXaxAOGoJ71NTor+Y5eZKtD6ZM0XdMITl5ecDcuf4dNJ57Dti2jX9WvTc9j19hCTSycdAYHOTvImoCDSCRxAyLxkaOIyvG1FrKpItGfT1tqufONXcOnahn4XjXb38/g8q5QKo+vmHS28vnngg07EAJeFx20Jg5k2PYQjrbUFb+Lgs0PC/RCnD79vDWRS7R2MjEqYr/VFXRfdQmgYbn8fp0VaChxKu6UYVP2Tpo3HILR9MuEeOxezdHGx00CgspHNHdWnQszc3ch/spkLNdoBGGC5p6Hqj2QmHukwVBMEd1NeP7Y/NMI1u9CoJgHBFoCIJOOju5QVCBK90sXcoHZ7qWslu2cDGvgsbZUllJgcG5c/6Ok8vYKNBQDhqZJjtVpayNAg2AgTGTDhoi0HCXNWt4j9ZZzdPb624w3kXKy7N30GhtBe6+mxVvR48CP/lJIrgZJsXF2TloHD3KwFmUBBoqaRl2m5OGBoquRgZ8Fyyg3bZpgcbixe60BJkzh+OxY8n/PZccNJYu5fPFNoFGmL3Ls6G0lNdNVNsrtLQA+flmxPxBodY8ItAYjesOGgollAz7OewKDQ2sMs37z9Bqfj73GzYJNM6d4/7dtWtz5kw+E0wJNOrq6My3aFF2P19aSueUsN7rXbvodGOr61pNDWMyJ0+aO0dzM9fneT5SG7YLNHp6wmlvArizHxEEITuSFRj09HBNKw4aghAYItAQBJ10dTGYb2ohu3QpH5bjBcJHMjQE/Pa3wPr13Hj6QW1aVUWpkDlKoKH6ONpASQmDSFFy0ACA5cuB9nYzgePhYVYKq6SU4BaFhawy0lnNIwKNYCkry1xUdvo08JWv8Fm2bRuweTMD6h/6EAN6mzaZmWu6ZOug0dHBUQQa+mlsZNXI2IDvhg3As8/qbZM0koMH7Q20J0OJFbu7k/97Lgk0Cgq4/hCBhj9sT5T4pbUVmDfP/94sTESgkZzeXr6vrrsGlZXx/xH2c9gVGhtHt0MD2ObkwAHg1Klw5jQW5e7imoMGwDWRSYFGZSXFldkSjwPPP59wGgiS3bvZSsSPOMEk69axsMykw0hLi39HKtvXHWE4aIwk7H2yIAjmmD+fArCR+9emJo4i0BCEwLB0JScIjtLVZbYiStkvptPmZPduqtX9tjcBuHEFpM2JH9raWI1bUhL2TBJk2y7AdoFGVRVHE21OenoofhIHDXepqQFefTURrPSLCDSCJRMHjcFB4Lvf5eby7/8e+OAHKcz41rdGJ43DtmstLub1qNyJ0qW9neO8efrnFBbTpjFQGnaLk4aG5LaeGzbwfdqxQ/85e3spdIiaQMP1ZGUmVFcDL7/MdYItiEDDLnQkk8JGBBrJ6evj78b1iuO8PD7/RKAxMYOD/D2NXS/E40xMv/BCOPMai8vtd5RAI10H2Uyoq8u+vYli7VrG3A4d0jOndDlzhvNfsybY82bCypWMf+l0rhyJ5/Hzp1x/smXGDMa1bF13hC3QCHufLAiCOWIx7l9FoCEIoSICDUHQSWenv/6HE6E2kKpfZiq2bGH1y+23+z+vCjqIQCN7Dh9mEs22oF027QJsF2gsX87RRJsT5V4jAg13WbeOVU66qnlEoBEsZWUMNE/UcmvHDuDGG4FPfYrOGXv3Ag8/bPYZnS1KuNfTk9nPRdFBA2CgNczE0OAgk6hjK2IB4OabWYFqos2JqhCNkkCjvz93HDQABrj6+81V+2aDEmjYJBBORdQFGq2ttGN3GRFoJCdK68GKivCFki7Q1kbR5tj1wqpVdKm0pc2J+qy66qDR1zf+OiNbzpxhfGbZMn/Hicc5Bv1e793L/ezq1cGeNxMmT+a6Wadz5UhOnOD76FegEYtx7WHruiPMFieCIESflSuB11/nHhagQCMWc3+/IggOIQINQdCF55l30CgupuNBOg4aW7dS0a9jI37llcA11wRfGRAl2tr4O7SNKAo05sxh0siEg4YKDolAw11WrWKrE13VPFEKyLuAEliM5/xz6BCwcSPFif39wOOPA888A7z1rcHNMVNUVVSmbU46Oth7evp0/XMKk4ULwxVoHD5MkUYygUZBAXDHHWyVo9vO2kWBRlERv6TFCVm5kqNNbU6UQMOV4H6UBRpnz/I+Lw4a0SRK60EllDThWhAlVPvXseuFoiJgxQp7BBquO2gA+oWPr73G0a+DRkUF4wIm23gkY9cujqtWBXveTKmpYUwmUxF6Oqi9gl+BBmCvQGNggJ9fV1zQBEFwj+pqxjVeeYWvm5pYAFRYGO68BCGHEIGGIOji5Eng4kXz1blLl04s0Ghv5/foaG+iqKwUBw0/2CrQKCvLvsVJQYH++eiiqsqMg4YINNynsJB2sLqqeaIUkHcB9YwdKyzr6QE+9zk+I599Fvi7vwMOHgTe9z77nIvGoirbVSI1XTo6oueeATDQ2tHBNVUYNDRwTNbiBODaqrubrSx0Ul/PasP58/Ue1zSzZ4tAQ3H99RRM2SbQuPJKd94HdT+0MVHil9ZWjq5XpE2bRpdGEWiMprfXTYeCZCxcmBAUCeOTar0QjwN79oS3lhmJ6w4agH6BhnKk9SvQiMX4Xgctxtm9m/G5mTODPW+m1NRwfOYZ/cdWLj86RI+2CjROnuQoAg1BEExRXc1R7V+bmqS9iSAEjAg0BEEXnZ0cgxBoHDzI6s7xUNbbJgQaUkmTOefOMcBlo0CjvBw4fZpBuHS5dIn9iSdNMjcvvyxfzs+JEpPoQiWh5szRe1whWGpqKOBRQY9sGRoCTp0SgUaQlJVxfPBBjpcuAQ88wOD4P/8z8LGPcVP5P/6HO6p/Pw4aURVoeB6FjWGgEi7JHDQA4M47GZDX3eakvp5rLZufrcmYMyfR/mss586xkjhXyMujW49tAg2XAvtTplAAYGOixC86k0lhEosx0SsCjdH09UVnPagq0sN0s3KBhgaK8pTzz0jiceDCBf1izmxQDhouCjTKy/lM0C3QqKvjcXXEZ+Jxuq+peKBpPA/43e9YcGA7N91EgaiJNifq/qRD9GirQEM5j7jigiYIgnvMns2Y0kiBxniFKoIgGEEEGoKgC1XNa7LFCUCBxsWLfGiOx9atDP4tWqTvvJWVTOJn6rYg0NEEsLMqViU7M3lfL12yt72JoqqK89Tdlqe7m//3GTP0HlcIlnXrGNzya0d76hTHqATkXUCJIH/1K+A3vwFuuAG4914GAPftA/71X5MHym1GHDRGE3ZiqLGRSYzxktolJez5bUKg4VJ7E0UqB43+fnecG3RRXU07bxuqpgH3BBqAvYkSv0TFQQPgukcEGqOJkqOaeg4rUZGQnMZGijmTObXdcgtHG9qcuOygEYsxpmVCoHHDDXpc9tau5fj88/6PlQ4tLcD581yL2s4VV1DAoqu16Eiam7kvnDLF/7HUusO2YjS1N3RtHScIgltUV1Og0dfH+444aAhCoIhAQxB0EZSDxrJlHMdrc3LuHPDUU3TP0GnrrsQe0uYkc1QVsK0OGsDl7QJS4YJAY/lyjvv36z1udzeTUba3TBBSs3Ilgzl+g0Uq4BmVgLwLTJuWqMh/17tYsb5lC/Dkk/5tisNCVUVl4qBx4QIDiSLQ0E9DA6tGUt3nN2wA9u4d3zkiU86fZ/VllAQaw8P8f+WiQGNgIGGfHjYi0LCHlhY+w6JQCSsCjdF4XrRanCgRkThopEatF5JRWsoCFxsEGn19XDvb3J40FYsX6xVoeB5jabr2DVVV/P36Ff6ny65dHF0QaAAsjHjtNf0tk5qbE3sGv5SWcs3a36/neLoQgYYgCEFQXc176p49fC0CDUEIFBFoCIIuurqYKDLd+mDxYtpfjxf4ffppJm50tjcBGGAARKCRDYcPc7RZoBE1B43rrwcmT2ZFvU6OHWMySnCbyZNZ2SYCDbeoreVzdmTw7I03qPZ3WTRVUMCkTiYOGkoUOm+emTmFyezZTOqHKdAYr72JQq2xtm3Tc07VQs5VgUZPz+Wt9y5c4JiLAg3AnjYnItCwh9ZWJr5dfl4pRKAxmv5+3gOjsh4sLOQeUQQa43PhAoswUq0X4nG6KgwPBzevZLjefmfJEsYqlHOhX44c4f1LFT75JT+f7UZMi3Fqa/n8+G//ja+XL+fr2lqz5/VLTQ3HZ57Re9zmZn0tw5T7om1rD2lxIghCEKj962OPcRSBhiAEigg0BEEXXV0MUpuuTCgsZKXGeA4aW7cyGH7rrXrPW17OygDdLSNygbY2btxVOxGbUHOKmoNGfj6rYkw5aAjus24dhW4q8JENItAIltpaJrFPnuRrz+OX7YHJdCguzqyyrKODYxQdNGIxBlzDsFY/f56/24kEGlVVXBfpanOiKkNdFWh43uXX77lzHJXjTa4wbx4D/aoCKWyOHxeBhi20tupLJoWNCDRG09fHMUrrwYoKEWikoqWFz76JBBonT+pvz5Eprru7qLWRrjiUKnTS6bwXj/O4ukQkyaitBZ54IvHalX3QW9/KteAf/qDvmOfOAUeP6nXQAOxbeyjxvgg0BEEwyU03cfzVrzhGZb8iCI4gAg1B0EVnp/n2JoqlS5MLNDyPyYJ3vINCDp3EYnTREAeNzGlrA66+ms4ntjFtGr+iJtAAWFWyb5/eXqIi0IgOOqp5VHJi5kz/8xHSJ0oJEEVJSWYOGlEWaADhJYaam/nMGM+yXBGL0UVj+3Y+E/1SX093mImEITainolj270op5tcc9CIxRJ9fMNmYIDJIhcFGsePh191rhPPSzhoRAERaIwmioLdiopwhJKu0NDAMdV6IR7nGHabE9cdNJRAQ5fQRcXRdAo01q7lfV61HzHBpUvA5z8/8RrVNgoK+Pvx61w5ktZWjrkg0LjySrZmFQRBMMWMGcz3nD7NvFau7d8FIWREoCEIuujqYhI+CJYuZcDk7NnRf//aa0B7u/72JgoRaGRHW5ud7U0UZWXRa3ECsMK5pycz8Ukqhoe5aTfdxkgIhptu4sbDTzVPFAPyrrBpU9gz0EtJSXYOGkGtO4JGJYZ0CuzSQSVc0hFKbNjAddizz/o/b309/8+TJ/s/VtCoZ2J39+i/Vw4auRjgqa7me3rmTLjzUA5RLgo0hocTbklR4I9/5GciKhVpSqAR9D3aVtR60GWXgrFUVLBCXd3LhdGkI9CoqOAzMmyBRm/v5c9ol1iwgLGHgwf1HK+ujgkonfu3VatYjLNzp75jjuU73+F1953vuLcPWreO758uAYQScUddoNHT494aThAEN1FtTvLzw52HIOQgItAQBF0E7aABAK+/PvrvldX2+vVmzltZSbHB+fNmjh9VbBdolJdH10ED0Nfm5ORJYGhIHDSiwhVXsLLNTzWPCDTCw3Y730wpLs7cQaO4OLoVVQsXcq1x9Giw521s5JhOdeJtt1FQoaPNycGDbrY3ARLPRBFoJKiuZuL6lVfCnYe6p7gW3Lc1UeIH5UQQJQeNoaHLiwVylSiuB1XiU1w0ktPYyHtVKlFOLMa9RtgCjb6+hKDERfLzKZzV6aCh0z0DYAuPFSvMvddHjgD33Qds3AjcdZd7+yDlXKmrzYkSaOgSPZaUcLRt3XHihHtrOEEQ3EQJNNrawp2HIOQgItAQBB2cO8eNb1ACjWXLOKr+mYqtW4EbbzQ3j0WLGHBWCQxhYgYGuKGePz/smYxPVB001Odk3z49x1PJJxFoRId16+g8lIlzwUh6e5mgjWqSXAgO5aCRbjVyR0d025sA4SWGGhp4j58+feLvLSpiwNmvQGNwkOuqqAk0VIuToqJg52MDKsAVdpsTEWjYg7Jjj5KDBiBtThR9fRyjJNBQ12oY7cZcoKEhPTFnPA4cPsxinjDwvGi4ES1erEegMTDA46g4gU7icWDPHuDiRf3H/upXGYO5/379xw6CFSvYVleXQKOlhWv1WbP0HK+wkMezbd3R06Pv/ygIgpAKtX8VBCFwRKAhCDpQ7gNBWY3Pn8+At+qfCXDj/cIL5tqbAHTQAKTNSSZ0dtKm2XYHjSNH0u/17YpAY/p0Bhd1OWgcO8ZRBBrRQVXzPPNMdj/f2xutYLwQHsXFDBqn2xKhvR2YN8/snMJECTSCTgw1NKTX3kSxYQPFFX4qU5ub+d67KtCYOpUuGeKgkaCkhOs+WwQaqjLUFaIo0FBiM5sF25kgAo3RiING7pHueiEe5xiGi0ZtLZCXl1hbxmL8cs19AeAaqbUVuHDB33EaGhjL0O2gAQBr13J+ut2zXngB+MlPgC99Cbj2Wr3HDor8fP5+/DhXjqS5mfeoWEzP8QCuPWxbd4iDhiAIQVBbC9x8c+K1y+sFQXAQEWgIgg5URURQDhp5ecANN4wWaPz2t0ywmxRoqCoREWikz+HDHG0XaAwMpG+v74pAAwCqqsRBQxift76VYrdsg0Ui0BB0oRKo6bq5RN1B45pruNYJWqDR2Ji5QAPw56KhKkJdFWgAfC6KQGM0K1eykjZMxEHDHlpbgblzo+O4pdY+UajM14ESaKTjvuQKM2cCM2aIg0YyzpyhcD8dB42qKgoZwxJo3HtvYt/uefxyMeGyeDFjXX5btaj4mQmBxi23cNy5U98xh4aAz3yG8Zr/+T/1HTcMamqAQ4f0tC9UAg2diEBDEIRcpbY2sUYA3F4vCIKDiEBDEHQQtIMGwE1lXV3iAbp1KxfvJm2pioqYEDp0yNw5oobq32azQKOsjGO6bU5cEmgsXw40NenpkS0CjehRUMBqnmztVkWgIehCBd/SEWicOQOcOhVtgcYVV/D/F2Ri6NQp3ufTSbgoFiwAlizRI9BYtCj7Y4TN7NkJlymFEmjkYosTgOvxw4ezb6GlAyXQcM0ee9YsVm3ZlijxQ0sL7xdRQRw0RtPXRzHDpElhz0QfsRgToCLQuBzV7jUdQWd+PrBmTTgCjaEh4N/+DVi/Pvhz60aJWP22Oamr4+fUxJqrtJTXhM73+oc/BF59Ffj2tyn0cZl16zhm61ypGBqi6FF3yzDbBBqDg3y2uLaGEwRBEAQhI0SgIQg6CNpBA6BAo6eHAfHBQTporF9vPjC0aJE4aGSCEmjYnEhT160SGk3EwIA7Ao2qKoqYRrrNZEt3NxP6kpCPFjU1wMGDl1d/p4MINARdKAeNdJyMOjo42vxc0UFFRbDW6pkkXEayYQPw7LPA6dPZnbe+ns9hlyuv58y5/B7a388xVx00lGB6797w5nDiBJPGBQXhzSEbJk2iaM2mRIlfWltFoBFloroeXLhQBBrJyHS9EI8DBw4w2Rokf/gD3Qr+7M+ATZuCPbdurr+eoiEdAo3KSmDyZD3zGks8Djz/fPqtY1Nx8iTwta8Bb3sb8IEP+D9e2Nx4I9e6ftucdHUxHmXCQSObeIAplEOVOGgIghAkrq8XBMFBRKAhCDro6mIANMgqwWXLONbVAbt3cwFvsr2JorKSAg3l3CGkpq2NlsamggA6iLqDBgDs3+//WN3drBLW2etUCB8/1TwnT0YzIC8ETyYOGrkk0AgyMeRHoDEwAOzYkd156+vdbm8CSIuTZLz1rVwvvPRSeHNw2RrbtkpWPwwM8L6tu9o3TGbO5CgCDRJVgUZFBZ2AhobCnoldqDYb6SaI43HGTnbtMjenZDz6KDBtGrBxo/s25VOmUOSmQ6Ch4mgmWLuW+0MdjrPf+hbvLQ8+GI34w6RJFJtk61ypUHsDEwKNEyfsud+52qZOEAS3cX29IAgOIgINQdBBV1ew7U2ARN/MAwdorT1pEnD77ebPW1mZ6LsqTExbGzB/ftizSM3cuRzTddBwSaAxbx5w1VXAvn3+j6UEGkK0WLGCwctsqnmiGpAXgkccNC6nooKClTNngjlfQ0PC0j0Tbr6Zz5ls2px4HoP4URBonDhBRzdFrgs0pk2j65wINLJj9uzoCDTa21lNHSUHjWnTuPcUgQbp7eVzIGpUVFBgpNxCBdLQwDVYus+3VavY6iTINicXLgCPPw68970UN0SBxYv9CTROn6bgSMXRTBCPc9y5099xDhwAHnoI+PSn6QgaFWpq+PlJtzAoGSYFGsPDCeeKsOnp4SgtTgRBEAQh0ohAQxB00NkZbHsTgAv1uXNZBbB1K9X6QQSGVL9OHVUBuUBbG3DNNWHPIjUFBdyQRtFBIxZjUEOHQOPYMRFoRJH8fN4/M63mGRoCTp0SgYagh6lTeV9N10EjLy/hfhRVVLV5UC4aDQ0U9RUWZvZzBQXAHXcA27Zlbmnd2QmcPRsNgYbnjRYYnTvH+6sr6wUTVFdToBGW65zLAo0oOWioVk1RctCIxbjvFIEG6euL5npQJUClzcloGhszc9sqKqIgPEiBxrZtFCT82Z8Fd07TLFnCtVq2DgevvcbRpECjooJrIj/vtecBn/0s7yn33advbjagnCv9uGg0N3N9qbtArrSUoy1rD3HQEARBEIScQAQagqCDMBw0AG4ud+ygSCOI9iYAHTQAtjkRUjM8zKo52wUaAAVGUXTQANjmpK7Ov12lOGhEl5oais6OHk3/Z06d4hjFgLwQPLEYXTTScdBob6dAs6DA/LzCRCWGVHLTNJkmXEayYQOfES+/nNnPqUrQKAg0gNFtTvr7c9c9Q7FyJX8nyvUmaI4fdzewHyWBRmsrxyg5aABc/4hAg0TVUS1ooaQLeB7jINddl9nPxePAiy8CFy+amddYHn2Uz+a3vz2Y8wXB4sX8/al7aqbU1XE0KdCIxfhe+xFo/OxnwLPPAn/zN4l2UlGhqorivmycKxUtLXSozc/XNi0AItAQBEEQBCEURKAhCH4ZHGRlfdAOGgA3lyqhGJRAo7ycAXcRaEzM0aO0hRWBRrhUVbGSt6kp+2MMD3OzLgKNaKKqeZ55Jv2fUUmJKAbkhXAoLk7fQSPq7U2AYCt3PY9VmZkmXBR33cWgfKZtTqIi0Jgzh+PI9nfnzolAo7qaY1htTlx30Dh1ijb9QWKi73JLCwV1YewVTSICjQRRFWi8+c28doMSSrpATw8dUzIVdMbjFBdkKuTMhlOngC1bgA98QH8SO0zUWinbNid1dWzPZDo2s3YtW6lk0xqovx/40peAG28EPv5x7VMLnUmTgLe9zb+Dhu72JoB9Ag1pcSIIgiAIOYEINATBL8eOMXkblkBDoVqPmCYvjy4a0uJkYtraOLog0Cgri2aLE4AOGgCwf3/2x+jtpRhLJaGEaHHjjcD06ZlV84hAQ9BNug4auSLQmDGDQckgBBonTjChka2DRnExsHp1dgKNN70pERR2lWQOGiLQoEC0oCAcgca5c/xyWaABpCda08nmzfqP2drKvcCkSfqPHSYi0CAXLwLnzwfTajRoJk1ipbo4aCRobOSYjUADCKbNya9+xesySu1NAD0CjRtuoKDWJH7e67/9WxbN/J//E71nhqKmhoUz2QhYgNwRaJw4wXX0lClhz0QQBEEQBIOIQEMQ/KJcB8JocbJsWeLPpjeaI6msFAeNdHBJoFFeziB4Orarly65Za2/ZAmrh/bty/4YKukkDhrRRFXziEBDCJOSkomTkZ6XOwINgPbqQSSGGho4ZuugAdDJbO/ezFolHTzIZ1SQazgTjNfipKgonPnYwuTJXKuHIdBQlZeuCzSCTJSopJ9ut4CWlkSriCghAg3S18cxquvBigoRaIwk2/VCSQljKEEINB59lO/bypXmzxUkM2awxd/Bg5n/rOdRoDEyfmaKqiqufzJ9r5ubgW9/G/jQh4BbbjEzNxtQEAEHzwAAIABJREFUzpXZtDk5eZL3XBPP1JkzWYxmk0DD1TWcIAiCIAhpIwINQfCLUn4H7aBRWwusWJF4HYvxy4Q171gqK2nbGLTtsGu4JNAoK+M40p58PFxz0Jg8mRU3fhw01O9FBBrRpaaGVXHptvoRgYagm+LiiR00Tp5kpW6uCDQqKoKxVlcJl2wdNABg40aOTzyR/s/U17vf3gQApk5lhZ84aFxOdTWFO8PDwZ7X9d7lQQo0amu5h1qyhK8rKvTuqVpbgQUL9BzLJkSgQaK+HlRCSc8LeyZ20NBAYXc2n+l4nEl7k8+Do0eB3/+e7hmuiz+TsXhxdg4aXV38rI50oDVFfj6wZk3mAo1772WM5e/+zsy8bGHZMoohsmlzosRiJhw0Jk2ikMoWgUZPj7Q3EQRBEIQcQAQaguAXlcwLQ6DheYlgifpzUAINz6M1oTA+bW3cVE2dGvZMJkZdvxMlpz0PGBhwS6ABsM2JOGgIqVDVPOkGi6IekBeCp6SEbTYuXRr/ezo6OOaSQKOtjc8dkzQ2MqA+f372x1i2jG5q6bY5OXGCX1EQaMRifD6KQONyqquB06cTtvhBoQQaJSXBnlcXQQs0PA9497v5+vrruc7146ijOH2aSZYoO2jkeuJerQej2OIE4HP41CkR4ygaG/l5zsZNMh7n7zHbFh3p8LOfUQAStfYmCiXQyPS+U1fHMQiBBgCsXQscOMDPTjo88QTw//4f8M1vJgpnokpeHnDrrdk5aCjRtgmBBsC1hy0CDXHQEARBEIScQAQaguCXri4G8XJp8bxoEcdDh8Kdh+0cPuyGewaQvkBDJclcE2hUVQFHjmTfy1wEGtGnqorBdRFoCGGh1hGpXDSUQGPePPPzsYGKCmBoCGhvN3uehgYmXPLzsz9GLAasXw9s355aZKNQCZooCDSA5AKNXG9xAlCgAQTf5kQcNDLnwAGOu3YBN99Mm3kl3siW1laOUXXQGBoCzp7Ve9wgig10EvX1oEqESpsT0tCQvXgrHudoss3JI4/QZVXFa6LG4sXAmTPc12dC0AKNeJzPjhdemPh7L10CPv95igO/8AXzc7OBdev4fFSOs+mi7kOmRI82CTTEQUMQBEEQcgIRaAiCXzo7mdwO00Jy06Zgz6cswN94I9jzukZbmzsCDVWpMVGwQyWdXBNoLF/OMds2J93drJSKavBVoK1pJtU8vb38HEyZYnZeQu6gKt1TCTSUUCFXHDRUANZ0YqihwV97E8XGjUxWPvvsxN8bNYHGnDmj26T194uDBsC2GUVFwJ49wZ7XdYHG1KlAYWFwiZKzZ1mZu24drdeffBL4yEeAzZuBe+7Jvq2jEmhE1UED0O+ssHmz3uOZpq+PY1T3CCLQSOB5dNDIdr1QUcFnpSmBRkMDW2pF1T0DSKyZMnUhqatjzC6oz+mqVdxbpvNeP/AAr6sHHnAvxpItNTUcM21z0tzMz5ApAbBNAg1x0BAEQRCEnEAEGoLgl64uWlqHSdCVRkVF/D+LQGN8PM8tgcasWQwITOSg4apAo6qKY7ZtTrq7uWHPk8dmpFm3joEf5VKQit5eJnGi2N9ZCAcVhEvl9NPRQbGYqi6POioxpCyNTTA8zJZtOgQab387MHlyem1O6uspYIiKG4q0OEnOpEmsZg7DQSMvz922C7FYsImS11/n+PnPc7ziCuCHPwT+9/8GHnsMuO227Oai7l1RddAA9Ao0TLezMkHUHTTUtSsCDRYynDuX/XohFqOzws6deueleOwxnuNP/9TM8W3Aj0Bj2TL98xmPoiI++ycSaBw5Avyv/wX8l/8C3HVXMHOzgbe8hfGnbAQaJgWPtgg0Bgf5bBGBhiAIgiBEHsk0CYJflINGrrFokbQ4SUVPDwM4rgg0YjG6aETVQaO4mJ9TPw4a0t4k+mRSzdPbG91gvBAO6ThodHRQIJkrYrGyMgoeTCaGurqA8+eztywfSVER7yPpCjQqK6PzXs6ezWt3aIivRaCRoLqaAtEgk88nTlBEOGlScOfUTZCJkmT297EY8NWvAo8/Drz6KiuiDx7M7LitrcCMGdFcL+gUaNTW8vet9hexGL9caHei/v+uiqEmoqiIFesmhZKu0NDA0c96IR5nEUc6YvBM8Dy2N1m3LtqxqTlzeE/NRKAxMMDvD6q9iWLtWrpnXbw4/vd85SuMr9x/f3DzsoG8PF6r6TpXKlpaEuJtE5SWAqdPZ++apQv1XJEWJ4IgCIIQeSISERSEkPA8BvajvAkej8pKOmj46cscZVQ/zfnzQ51GRpSXR9dBA6CLRrYOGseOiUAjF1i6lAktEWgIYZCug0autDcBGMBduNCsQEMlXHQ4aABsc9LYmDjueNTXR6e9CcBn5PBwQmB07pw5C2rXqK5msP+114I7ZxSssYMWaBQVJXe6eN/7gGee4Xu4Zg2wY0f6x21p4TGj6LalU6CxaRPwuc8lXn/1q9xjuiDQ6OujGM3FvVG6VFSIgwagZ70Qj3N8/nn/8xnJyy9z7RHl9iYA76WLF2cm0GhoYAwjaIFGPM7nxssvJ//3558HfvpT4EtfMis6sJV16xgzO3w4ve+/eJHFcaYFGkDqvVgQuN6mThAEQRCEtBGBhiD4obeXm66wW5yEQWUl1eUj7ayFBEqg4YqDBhBtBw0AWL6cri/ZVESIg0ZukJcH3HpretU8ItAQdKOqpCZy0MglgQZgXqDR2MhRl0BjwwaOqVw0zp4F2tujJ9AA+LwcHqYriThokOpqjkG2ORGBRmYcOADccMP4jjbV1cCLL3Jdf9ddwHe/m95xW1vN2rGHiU6Bxv33Aw8+CPzVX/H1Y4/xPuICubAeFIEGaWwECgv9xX6qqoCpUydufZEpjz7K/fn73qf3uDayZElmAo1kDklBcMstHJO910NDwGc/ywKZr30t2HnZgnKuTNdFo7WVwr0gBBphtzkRgYYgCIIg5Awi0BAEP3R2csxFB41FizhKm5PkqEoAlwQaykEjlSuKywKNqir288zUntrzuEkXgUZusG4dA0BKZDUeuRCQF4IlP5/X1HhVW0NDvEfPmxfsvMKmooJV6KYcuxoagClTKFLUwfz5TB6kEmi88QbHqAo0zp/nn0WgQRYupDtTkAKN48fDrwD1ixJomHbr8zwm8CZK3s2bx4rnO+8EPvUpiglUS5/xjtvamtyVIwroEmj87GfAF78I3H038A//ALz73VyDvfCC/zkGQS6sBxcu5PojbNv/sGloAK691l9rsvx8OvHs3KlvXkNDwL/9G7B+ffSvRYBrp+7u9O89dXVs96XiV0FRWkrxbzKBxg9+wNZZ3/527rqNLVnC9o7pOFcCCZGYSdGjLQKNnh6O0uJEEARBECKPCDQEwQ+qHUSuOmgAiSSDMJq2NlbHuBQkKS8H+vvpjDIeLgs0li/nuH9/Zj/X28vetXPm6J+TYB+qmmeiYFEuBOSF4CkpGd9Bo7ub96Jcc9CoqKDjhKlkc0MD+8n7SbiMZcMGtkQY73mqKj+jJNBQz8hjx9jeBBCBhiIWowPDnj3BnfPECffX6KWlXHemWpfq4NgxJkPSqa6eNg349a+Bz3+erg/veQ/vT+Md98KF6Ao0pk3jffPkyeyP8eyzwIc/zFYAP/4xj/fjH1M09+ij+uZqkt5e4Kqrwp6FWSoqEoKjXKahQY/bVjxO0UBfn/9jAdyzHD0K3HOPnuPZjlo7peuiUVfH2NXkyebmNB5r11LYN9IR6ORJ4Otfp2vjBz4Q/JxsIRZjYcTTT6cnxGxp4SgOGoIgCIIgRAgRaAiCH3LZQePqqxk8cz34a4q2NrpnuNRzWlUPp2pzMjDA0UWBRkUFK1T27cvs51QbH3HQyA3e8hZWq6SyWx0eBk6dEoGGoJ+SkvGFCB0dHHNRoAGYs1dvbNTX3kSxcSMdm3bsSP7v9fWs5rz2Wr3nDZORDhpKoJGrVaHJqK4GXn898bsxyeBg6lZJrhBUoiRT+/tJk4AHHgD+6Z/olLN2bWJPOBKVTIpqi5O8PAoTsnXQOHgQeNe7+Pv59a/ZOgKg8OOd7wR+/vPEvsNm+vqivx5Uz2F1Tecig4P8/+sSaHgesGuX/2MBwCOP8HOjWqxFnWwEGsuWmZtPKuJxCjJGus5+61u8bz74oFuxIhPU1HB/k869pbmZ60q1NjCBbQINcdAQBEEQhMgjAg1B8ENXFzdVc+eGPZPgyctjgEIEGslRAg2XUEIj5QyTDJcdNCZNYvA9UwcNEWjkFnl5rOZJ5aBx6hQDq1EPyAvBU1w8fmI1VwUaKrlpQqAxMMCg8HXX6T3uzTczcTlem5ODBynOcPFZOh7TpjHB2t1NNy5AHDRGUl1NG/pXXzV7ntpaoKAgkdiOxfhVW2v2vCawVaCh+Mu/5Ge8uRlYtQp4+eXR/67cBqLqoAFwHZSNQOPIEeCuu3jPeOIJtgAayT330NVk+3Y98zRJLjiqmRZKukBbG++rOtYLq1ax1Umy1heZcuEC8MtfAu99L4tncoFrruG9Ix2BxunTbD2b6f1dF/E4R9XSZv9+4KGHgE9/OjzRiE2sW8cxnTYnzc28F5kUtRQV8XMUtkCjp4fzkHW0IAiCIEQeEWgIgh+6upi0LSgIeybhsGjR6GoAIYGLAo10HDRcFmgAbHOyb19m/cyPHeMoAo3coaaGn+HxrJxVMiLqAXkheMRB43IWLGAw1kRi6PBhVsXqdtDIzwfuuAPYtm20rbWivj5a7U0AvkezZ4920JDAcoLqao4vvWT2PF//Oj8zN93E157HLxFojE9dHcX22ViJ33kn8MIL3Au+7W3Af/xH4t9URfD8+VqmaSXZCDTOnGGl/8mTvEcm+/3ccQeP7UKbk1wQaJSUMHGZywKNxkaOOtYLRUXAihWJpL0ftm2jCCFX2psALLqorExPoPHaaxzDEmhUVHBt9NxzfBZ/9rO8X9x3XzjzsY1Fi/j7SeVcqWhuNu9IFYtx7RG2QOPECWlvIgiCIAg5ggg0BLtwLXjY2Zmb7U0UlZVMbly8GPZM7OL0aQbrXAvIKoFGVB00AKCqiu4HbW3p/4w4aOQeE1XzqH7rUQ/IC8GjHDSSicg6OpjwzrXrrrCQay0T1uo6Ey5j2biRz4+xVfWXLgFNTcCSJfrPGTYi0BifuXN5HZsWaPz4xxQXuranSkZQAo0DB/wl7264AXjxRR7jve8Fvv1t3sNbW4GpUxOtO6LIzJmZCTQGBoD3v5+imMcfB268Mfn3XXEFcPfdFLwoRx4bGRrivu+qq8KeiVliMSaac1mg0dDAUdd6IR4H9uzxH0d55BE+e2tq9MzLFRYvphvZRGTrkKSLWIxtsJ57jve0nTuBv/mby12DcpVYLOFcmaqAZniYz1Tl5mMSEWgIgiAIghAgItAQ7GLz5rBnkBldXSLQGB5mokFIoJL/rjloFBUBM2ZE30EDyKzNSXc3K3UkkJI7LFnCasHxqnnEQUMwRUkJHR1Onbr83zo66J6Ri/2qTSWGVMJFd4sTgJX1sdjlbU6ampjUi5qDBsAk0bFjiYRqUVG487GN6mqzAo1Ll4C//mtg5Upg/Xpg0yZz5wqCkhKOJhMlg4NM8vlN3qkK4LvvBr78ZeCTn2QbyLNn9czTVjJx0PA8/l62bwe+/326ZKTinnso9vr1r/3P0xTqWZ0L68GKCjNCSVdoaACmT0/cl/wSj1OcMVbEmQl9fVxjfOADdO7KJRYvZsxFCULHo66OLdjCjMvE4yxq+uUv6Zzy8Y+HNxcbqalhXDVVTPHoUbbzyRWBRk8PMGtWuHMQBEEQBCEQRKAh2MN4PddtprMTuPrqsGcRHosWcZQ2J6NxVaABUHAUZQeNpUuZMNu3L/2f6e5m4D1PHpk5w0TVPCLQEEyhqqWStTnp6ADmzQt2PrawcKE5gcZVV5mpUisuBlavvlygoSy5oyjQmDNHHDRSsXIlXVsybQmRLj/6EZNAtbV8jrnuonHFFfx8mkyUNDUxSaqjunrKFOCxx4BvfAP4wQ+AXbv8H9N2MhFo1NYCDz/MgoyPfGTi74/Huc+2uc1JLq0HlUAjWduuXKCxke4ZukSy8TjH557L/hj//u+8f+VSexPF4sXco73xRurvq6tL7P/DQr3XAPDggyz8EBJM5FwJJPYAQQk0lINqWIiDhiAIgiDkDJJtEsJHBRFVNUIs5kZQ8fx5BmVy2UFDWXxOtDHONUSgYS9FRayUztRBQ9qb5B41NUyIJ6sWzKWAvBAsai2UTLTa3k4HjVykomK0M4MudCdcxrJxI7B3Lyv/FEqgoUSuUWL2bIqLzpzhaxFojKa6muPevfqPrdwzVq2ie0tUmD3brEBD2d8vW6bneHl5lyffXNnbZoMSaKSypgcoWLnvPuBjHwO++c30jp2XB3zwg8CTT9pbyKHWg1FvcQJQKHnxYmqnxSjT0KC3HVpJCd1Id+7M/hiPPML1kXq25BJK5KrWVMnwPP8trPxSWwvcdFPidTwe3edBtlx/PdvAjedcCSQEGgsXmp+PctCY6Llmkp4eEWgIgiAIQo4gAg0hfGprgZMnE8GsefOYILZ906KS2LnsoDF1KhP6ItAYTVsbBQwuJvXLytJrcVJQEMx8TLB8eWYOGseOufleCv5Q1TzJgkUi0BBMMZ6DxqVLvBflskADYP9pnTQ0mGlvotiwgeMTTyT+rr6ea90otv+YPZvV1R0dfB3F/6MfVJLGRJuT//t/KeLavDlabZBMW43X1XEPqtPRpraWiZ2+Pr72PH7ZvrfNhje9iS2bUrVy2bYN+NSngLvuAh56KLPr85572IbmF7/wP1cT5NJ6UD2HTbhZ2c6FC9zf614vxOPA889n50py9Cjw+9/zMxKle366XHcdRVypBBpdXbwPhy3Q8LzEcyzKz4Nsmci5EmDBxKRJwRRAlZYCAwPJ200GweAgny3S4kQQBEEQcgIRaAh28OSTDO4AVAuvXw+cPh3unCais5NjLjtoAKz8EIHGaNramHxxsSVGeTkDPurzOBbXHTQAoKqKSb50N93ioJGbLFrE9z2Z3WpvLz8DU6YEPi0h4oznoHHkCIOWuS7Q0JkYOn+eQgKdFbFjWbaMQt6RbU7q66PZ3gRIPCuVkEYcNEZz1VVMKukWaFy8SPeMNWuA22/Xe+ywMS3QOHCA70lhof5jz5ih/5i2oYQJ47U52bsXuPturr1//vPMBd7LlgFLltjb5kSJcHJJoJHMWS7qtLRwDaZ7vRCP87OTSmQwHj/7Gef0wQ/qnZMrTJ7MazLV7045JIUp0FCo9b2QnJoaxqAaGpL/e3Mz42tBFAmVlnI0ufZIhXKlEgcNQRAEQcgJHMweCpFkyxYuQL/5TeDxx4HXXgPe/34ql21FOWjkukBj0SLg0KFwLQBto60NmD8/7FlkR1kZxRljq7cVURBoLF/O8cCBib9XVbyIQCP3UNU8Tz99+f2tt5fB+FysWBPMMp6DhnIkyFWBhrI01inQaG42k3AZSSxGF43t2/n8HB7mminqAg2VwBOBxuVUV+sXaPzwhxSO33df9J5LQThomEzebdpk7tg2kEqg0dLC+19pKUVqU6dmfvxYjA4Bzz2XaCFpE7nkoDFvHivYc9FBQyWNda8X1q7l+Nxzmf/sI48AK1ZEs11auixZ4o5AA4j+88APqZwrAd53lEjMNGELNHp6OIqDhiAIgiDkBCLQEMJnaAj47W/ZL/m++zh+73vAjh3AJz5hb+JfBBqkspJOBGFtYGzk8OFg7BdNoK5ndX2PJQoCjaoqjvv3T/y9fX38P4tAIzepqaFzQVPT6L9XAg1B0E1RESu5xzpo5LpAY+ZMVqPrTAyphIvJFicAE5RnzwLPPssWFOfP54ZAIz/f7XZopqiu5hrr6FE9x7twAfjbv2Ul9m236TmmTZSWMlkxOKj/2GfP8lo1mbyLuo39eAKNnh62NBkYYIunOXOyP4dyCHjsseyPYQr1/77qqnDnEQQFBRRp5LJAQ/d6YeFCfjZ27sx8Pnv3UryUyyxeDDQ2jv98qKuji5kte7aoPw/8cO21jEMlc64EeN9RYm3ThC3QUHtAcdAQBEEQhJxABBpC+Lz4IoM4Gzcm/u6jH+UG5kc/sldp3tkJTJ8OTJsW9kzCpbKSo7Q5IRcusCWGCDTspayMG959+yb+3u5ujn4Cy4K71NRwHFvNIwINwRSxGO9P4qAxmliMlXM6rdUbGzmaFmi8/e204t66NVHpGVWBhnpWdnZSbCRczsqVHHW5aPzgB1yzbd4cPfcMgIkSz7tctKaD11/naEt1tYskE2icPw+88510vPjNb/xX+C9YwPY9NrY56e2lcCFX3IIqKnJToNHYyHuR7rZF/5+9O4+To67zP/6uySSZ3CHJdC6OZFpIwpGEheAVJEAMhgQ5BIXgASzurrui6K6oP1zT8ULdXfB2BfTnxaUyEUhDoj8MGC45FDLh2BkMuYZkzDETcpOZqd8fn6ntyZx9VHVVd72ej8c8anqm+9vfOaq7jnd9Po5j4bpcK2jceac99gMf8Hc+pWbGDAuB9fY/GXSFJPjHcWy/+5FHul+gt3u3HS+OSwUNAhoAAMQKAQ2Eb8UKK5d53nlHfv2LX7Sgxpe/LN12Wzhz60tjoyXy48476PbKK+HOIyo2bbJlqQY0Jk2y5euv9/z9cghoOI5V0cgloEEFjXg6/nhp4sTuV/MQ0ECQqqt7rqBx1FH5lYgvF36fGKqvt0DByJH+jdmTYcPsoHMcAhojR1oYxXXjc8IyV7Nn237P008XPtbBg9JNN0nvelcmUFhugjxR4pW/nznT/7HjomtAo63Nrup/8klrwTB3rj/Pc+WV9vfy/mZR0dISr5Z3fgclS0V9fXDt0ObOtTCTF8Ttj+taQGPePCq5ettSPbU5OXxYeuklAhqlZN48O/bS9bii95pTrIBGdbUtaXECAACKgIAGwpdOS+98Z/fSoI4j/fd/W8uTj31MevDBcObXmy1b2CmW7GreIUOooOHx+iOXakBj/HipoqLvChoVFXZyoZTNni2tW9d/yext22xJQCOevKt5Vq8+8mqe5mZruQAEobq6ewWNTZviWz3DU1NjLcTa2vwZr74++OoZnsWL7Qrc++6zK+LK9ao4x8m8XxLQ6NnQodLJJ/tTQePWWy1QW67VM6TgAxrDhklTpvg/dlx0Dmi4rvTpT0vLl0u33CK9733+Pc9ll9m+R9SqaMQtsJtM2snD3bvDnklxBbm9cOaZtnz88ezu/9xztj0R9/YmUuZCoZ4CGvX1FtIgoFE6eqtc6YWzixXQGDjQ9vOpoAEAAIqAgAbCtXmztHbtke1NOhs4UPr1r+1q98sus16bUdHYSEBDspP1xx9PQMNT6gGNyko7udJXBY1Srp7hmT1bOnSo//9bKmhg3jwL6nj9p6X4HZBHcY0b13MFjbgHNJJJO9ie7VWm/WloCO6K2K4WLbLlH/9Y/sEFAhr9mzPH9mm6lvHOxYEDVj1j3jz7KFdBBjTWrrWwTAWHRPI2YoT9/u67z0IZ3/mOhTQ++Ul/nyeRkBYssIBGe7u/Yxeiubn7RSblrKbGlnFqc7Jnj+0HBLW9MHOmVUdbsya7+99xh+2L+xmAKlUjRlhF254CGl61HQIapWPqVNvX6Vq50nu98V5/iiGRCDegMWQI29EAAMQERyMQrnTalt6B654MH273SyTsflEoq9naajvqtDgx06cT0PBs3GhXeJXy/8bkyX1X0CiHgMasWbZ84YW+79fUZH9PSkzGV9eredrb7cpBAhoISk8VNAhoZK6c82M7cPdue30vVkBjyhTpxBPtc68VWrnyAhrDhoU7jyibM0fatauw/+Uf/cj2RZYt829eURRUQMN17QQeJ+8KU1FhAYU1a6R//Vfp/e+X/uM/gnmuJUvs9fOJJ4IZPx9ei5O48N6H4xTQaGiwZVAVNCorpbe/XXrssf7v29Ym3X23HROLUzCoLzNm9B7QGDAgU2UD0edVrnzkkSMDrH/9q4XXg25J2FmYAY2dOzn2BABAjBDQQLjSaTto3V8v7gkTpIcesisnFy7M9OULS1OT7SBTQcNMm2YHmQ8dCnsm4duwwf4vKivDnkn+Jk0q/woa06fbz/H8833fr6nJdtC5ujK+kklbp72Axu7ddtAoTgfkUVzjxtkVm9576v79tt1DQMOWfpwYCvqES096qxZXbqig0b85c2yZb5uT/fulr39dOucc6V3v8m9eUTR6tG1T+32iZNs2e10loFE4b3vozDOln/0suG3mCy+0q4qj1OYkbhXV/AxKlgqvgl6Qgc65cy1Q0NLS9/0eecReu5YsCW4upcYLaHStrFNXZ/v7gweHMy/kZ948C6m/9FLma+vXF6+9iSfsChq0NwEAIDY444TwHDggPfywHbDOpm/y9OnS/fdbhYL3vtceHxavukApV0nw07RptlMcp6tperNxY+m2N/HEoYLGwIHSSSdlV0GD9ibx1vVqnuZm+3qcDsijuKqrbem1OdmyxZZxD2gcfbS9dvsZ0ChWBY1USvrmNzO3Hcc+UqniPH8xTZhgSwIavTv5ZKmqKv+Axg9/aNsn5V49Q7KT/dXV/p8o8crfz5zp77hxkkrZ65j3mrxmjQUognpdGzHCQhq/+pVdtBEFcQtojBhh62Oc9vm97YW3vCW45zjzTNvHePLJvu93xx32N+ir+mzczJgh7duX2Vb2rF1LAK8Uda1cKdnrDQENAABQpghoIDyrV1vIIpcdzLlzpV/+0nZer7zSqliEwdsBpIKGmTbNlrQ5KZ+Axq5dPYegDh8uj4CGJM2enV0FDQIamDfPDtK8/DIBDQTPOyjntTnZvNmWxx4bznyiYsAAq7rmx4mh+no7sVisA76plJ18aWqy265rH+UY0KDFSf8GDpROPVV6+uncH7tvn/SNb0jz59t+URwEcaLEC2hwAi9/3uvaG28PA2GIAAAgAElEQVTY7WK8ri1ZYpVPfve74J4jW65rFQ/i1mqipiZeAY36egvIDhkS3HOccYZVClqzpvf7HDwo3Xuv9L73BTuXUuNV4u3c5uSNN+yYDK/vpWfKFDuW9sgjdvvNN621VU1NceeRSNh7TWtrcZ9XosUJAAAxQ0AD4Umn7eq6efNye9yll0o33ywtXy596lNH9icsFq+6AAEN4wU0Xnkl3HmErbXV/jdKPaAxaZItt27t/r1yqaAhSbNm2QH/bdt6v8+2bQQ0kLma55FHCGggeF0raGzaZMu4V9CQLFDhR2n1+noLvFRVFT5WLhKJ4j5fGGhxkp05c6Q//zn3g/8/+IGFt+JQPcMTREBj7Vpp4kROgvhhxIjiPdd550ljxkSjzcnevXaxSNy2B5PJeAU0GhqCr7Y1bJj0d38nPfZY7/d58EELHtDe5Eg9BTTWrbMlAY3S5FWubG+3oE17ezgVNKTMvlgxUUEDAIBYIaCBcLiuBTTOPTe/g+PXX2/hjO9+18IaxdbYaCep2XA2I0bYSf1SqqARxNVdjY12oK7UAxpe8KinNiflFNCYPduWvVXR8K52JqCBqVPt5Pjq1QQ0ELzeKmgQCs2cGCo0nFuMEy69Wbo0nOctFu890ztBgp7NmSPt33/kSaX+7N1rrXLOO096xzuCm1vUBFVBg5N3/inW69qgQdJll0m//a2tD2GK6/ZgMmnbJW++GfZMgue6dnyjGNsLc+daVaVDh3r+/h132PurFxqHqa620Fbn91IqJJW2s8+2KhLr1mVC2WEFNIrd5qStzd5bOM4MAEBsENBAOF580dLQixfnP8Z//qcdoPm3f5Puvtu/uWVjyxYLJFSwCv2vadNKK6ARxJWHGzfastQDGl4Fjddf7/69cgpoeH3Hewto7N5tPy8BDThO5mqeXbvsa3E7II/i6VpBY/Nmex0aPDi8OUVFMmmvzd56mA/XtQoaxx/v37xyUY5tTTrz3jOfeSbceUTdnDm2zOX39P3v2+tCnKpnSP4HNFpbpZde4uSdn4r5urZkiYWb7r+/eM/ZkzgHNLwr28vdzp3WxqYY2wtz51o447nnun+vpcUubrr8cmuFggzHkU48sXtAY8SI0j8mE1deheVHHslU64lLQKO52fZTqO4FAEBscHYZ4UinbXn++fmPUVEh/fzntjP7kY9Ijz7qz9yy0djIlaxdTZ9uLU7CaDmTq1//2pa7d/s77oYNtpwyxd9xiy0uFTSOOsoO3LzwQs/fb2qy5YQJxZsTouvss+3EmFd+OG4H5FE8Y8bYAefOFTRob2K8HtSFlFffvt3e/8OqoFHueM/MzvHHSyNHZh/Q2LNH+o//kBYulN761mDnFjWJhLRvn3344dVX7USoF9RFaZk7194T77gj3Hl4AY3Ro8OdR7H58T5cKhoabFmsChqStGZN9+/V1tprFu1NejZjRveAximn2LY0Ss+xx9rrzOrV9jpTVVX8bcuwAhpeOJ8KGgAAxAYBDYQjnZZmzZKOPrqwcaqqpPvusw34iy6yyhzFsGVL4XMvN9Om2dUd3gmlKEqlbEf9/e+326NH222/rvryriQ69lh/xgvL6NG2bpV7QEOyNie9VdDwAhpU0ICUuZrngQdsHRgyJNTpoIwNGGAhjc4VNAhoGO8KOq/kcT6KecIlblKpI8NrjuPvdlY5qaiwKhrZBjS+9z27mjuOv0vvRIlf+xiUvy9tFRXSFVdIq1aFu9/Z0mLLuAV2vffhOAQ06uttWYzthepqO57iBcE7u/NO6S1vyVRewpFmzLBt5h077GKhtWt5fS918+bZBXgNDXast9iVi8MKaOzcaUsqaAAAEBsENFB8u3ZJTzxRWHuTzsaMkR56yE4oL1zYc1sGP7kuFTR6Mm2aLaPc5uTii63cZecd9iuv9K9v8saNdjK/qsqf8cLiOPb/Xe4tTiQLitXXW6nkrghooLMpU+xj9247GM9VWQjSuHFHVtAo9eCfX/y4ctc74RJWi5NylkrZdrJXTc37PI6hgmzMmWNVvA4e7Pt+b7xhrR0XLZLOOKM4c4sSv0+UrF1rQbgZM/wZD8W3ZInU1ib95jfhzSGuLU4mTrSQciFByVJRX2+vFcWqjjl3rvT449ZCxrN1q/SHP9j/PPsePfNey19+2Y7TtbQQ0Ch1Z59tr7EPP1z89iaSXbBUWUkFDQAAEDgCGii+VavsgMqiRf6NOWWK9OCDthF//vl2IDOog8EtLdKBA1TQ6Gr6dFtGNaCxebP9b4wcaf8rkvTVr1p53Btv9Oc5Nm4sn16nkyfHp4JGe7u0bl33723bZksCGvB4VTRaW0OdBmKgutoO0u3eba0NqKBhhg61k0OFBjQqK0u/HRlK35w59n7SW6s1z3e/awH3uAZd/A5o1NVZQKvUA9VxNnOmdNJJ4bY5iWuLE8exsGQcKmh4V+8PHFic55s71/6vOrfruPtuCzrS3qR3nQMaVEgqD94+9/794QQ0HMe2PQhoAACAgBHQQPGl07bB6fcVYKeealfRrFsnve990rJl/o7v2bLFllTQONKxx9qBzldeCXsm3bW0WHWVvXut2srRR1vVjM9/XvrHf5Ruukn64Q8Lf55yCmhMmtR7BY1iHaQqhlmzbNnTyZGmJiunSYlJeM4+25Ze+VEgKNXVVkFj0ya7TUAjo9ATQw0NdrC3stK/OaE7v6qTlTOvXH1fbU5277bqGRdcIJ1+enHmFTVBBDQ4eVfaHMdOWD/+uLRhQzhzaG62eYwcGc7zhykuAY36+uK2QzvzTFuuWZP52p13SqedlqlWiu6OOcYCvAQ0ysfRR1tbHymcgIYUTkCDFicAAMQOAQ0UV1ubnSBfuNDKRfrtvPOk226T/t//s9teiWU/eVUFCGgcqaLCrkaLWgWNQ4estUl9vbR8eWZnPZWyg2rf+5612/n4x6X778//edrb7URauQQ0vAoaXdehcqugMWWKHVh9/vnu32tqspOkQbxWoTR5V/MAQRs3zq6i2rzZbhPQyEgmCyutXl9Pe5NiiGu1h1wcfbRV6eoroPHtb1vQOM6/z+pqW/pxomTvXnv94ORd6bviClvefXc4z9/SYtUzKmJ4SM17Hw7iWEtUuK4FOou5vVBTI02YID32mN2ur5eefZbqGf2pqLBqrl5A4+ij49d6qBx5+91ee8NiC6uCRlWVBY4AAEAsxHBvEqF66ikr0etne5POUinpmmsytysq7CS8nwc1vYAGLU66mzYtWgGN9nbpqqukRx6RfvpT6Zxzut+nstIO7J12mnT55dKf/pTfczU1WRikXEqmT5pkPdFbWo78erkFNCoqrExybxU0Jkwo/pwQTanUkQEsx/H//QXweC1OqKDRXTJp22IHD+b+2PZ26dVXi3tFLNAbx7EqGr0FNFpapJtvli68UPq7vyvu3KJk2DD78ONEyYsv2nLmzMLHQrimTpXe8Y7w2pw0N8f3JHAyaa0HmprCnklwXn/dfsZibi84jrU58QIad95pX/vAB4o3h1I1Y4YFNNauJYBX6rwLqW6/3W4vWhTOPnciUfzXuB07LKTvOMV9XgAAEBoCGiiudNquRj/vvGDGT6Xsaoe2Nrs9caL0xhv+bsx7LU4mTvRvzHIxfbpdTfPmm2HPxHz+8xa++PrX+77yZNgwacUK+5suXmwnb3K1caMty6mChpQJJHnKLaAhSbNnW0Cjvf3Irzc12ZWtgJR5f3njDbvtuvZBQANBGDfOtmXq6my7iW2OjGTS1r3XXsv9sY2N0oEDBDQQHWecYe0B9+zp/r1vfctanPA+Y9tjfgQ0KH9fXpYssfam3t+1mJqbrYJGHHktB8q5zUl9vS2Lvb0wd64dV9i82QIaZ59N5dZszJhhoeaXX+b1vdR5+9xehZ6w9rnDanFCexMAAGKFgAaKK522nc6gD2Z4pUa3bpW+8hV/x25stIOE5XaS2g/TptkJpSgcrPne96RvflP653+Wbrih//snEtLKlbbz9573SNu35/Z8BDRK1+zZmZLXnW3bRkAD3Y0YEfYMEAdeSf+//MUqGtFqKcMrdZzPtoZ3woUWJ4iKOXNs2/O55478enOzdMst1qZv9uxw5hYlfp0oWbvWgtnlUvEu7t7/fnt/DKOKRktLfCtoFPI+XCrC2l4480xbfvvb1mKF9ibZmTHDlocPE9CAPxIJq6Kzb1/xntOroAEAAGKDgAaKZ9MmOygWVHuTrpYutfYWt9yS2cH2w5YtXMXQm2nTbBl2m5Ply6VPfMJKQn/nO9mXCDz+eKuk0dholTT278/+OcstoDFpki1ff/3Ir5djQGPWLFt2bnPiulTQQO+WLg17Bih33sG555+Xjj023LlEjXflbtdQXTYaGmxJBQ1Exemn2/Lpp4/8+i23+F8FsJT5FdCoq5NOPjkT5kdpq66WFiyQ7rqreyW8oMW5xcmUKbZ/Xc4BjYYGqaqq+G1tZ86Uhg+39laDBknve19xn79UeQENiYBGOQlznzuRsGUxq2gQ0AAAIHY4MoHiefBBWxYroJFKWWuLIUOk66/PlMgrVGMjAY3eRCGg8eSTdqXJGWdYWdBcrzp+29usLcqzz0qXXy61tmb3uI0brTLMyJG5zzmKvIBGHCponHSS/Z88/3zma2+8IR06READPeOEGYLmVdA4cEA65phw5xI11dV28iLfChpDh2be44CwjRsnTZ0qPfNM5mu7dll7k0svtZN18Ceg4boW0ODkXXm58kq7EOSJJ4r7vHEOaAwebNsm+QQlS0V9vV28UewwV2Wl9Pa32+vVokXxbaOTq7e8xX53krXdRXkIc587jIAGLU4AAIgdAhoonnTaDkB2TrcHbfx4S10/9JBVRvBDY2Pxr6QoFSNHShMnWi/tMNTXSxdcYH+fBx6wkzD58CpvPPCAVeLIJtyzcWP5VM+Q7IqhMWPiUUFjyBALF3WuoNHUZEsCGgDC0PnqKQIaR3Icq6KRb0DjLW/h6nlEy5w5RwY0br7ZWq9RrSkjkbD2g4VUSdi2zU5+EHopLxdeaNvyxW5z0twc75Pn+b4PlwovoBGGuXNtSXuT7A0cmPl7DR4c7lxQHood0Ghrs4AuFTQAAIgVjk6iOA4ckB5+2K4CyLbdhF+uu85CIddfLx08WNhYBw7YgT0qaPRu2rRwKmj87W/SwoV20mXlyszVx/n6l3+RPvtZ6Yc/lL7xjf7vv2FD+fWznjz5yAoarmt9XcstoCFZf/fOFTS8gMaECeHMB0C8dX4PI6DRXU1NfieGGhpob4LomTPHgr7bt9t+xre/LV12mbXigEkkrKpdc3P+Y9TV2ZIKGuVl+HALafzqVxYkL4aDB63SXlwraEj5vw+XgtZWqw5S7O2FVMqOlXnhvMsus9tU7uub93t7+WW77Tj83lC4Ygc0WlrseBsBDQAAYoWABopj9WoLNxSrvUlnAwfagc716+2KtEJ41QQIaPRu2jSroOFXS5ls7NsnLV4sbd1qlVK8/vSF+trX7MqVz3++76uyXLf8KmhIVgK+c0Dj8GFblmNAY9YsafNmu2pBooIGgHANHWpXBEsENHqSTEqvvZbb1fSHD4dzwgXoz5w5tnzmGek//9O2a6mecSQ/TpSsXWtLAhrl58orbRv+978vzvN5QaE4BzSSSVsf9+wJeyb+27jRthnCCGi4buY4ivc5QYO+8XtDEIod0Nixw5a0OAEAIFYIaKA40mk72TBvXjjP/+53SxdfLH31q9KWLfmP4z2WFie9mz7dDlp5OxhBa22VLr9ceu456Z57pDPO8G/sigrpJz+Rzj5buvpq6Q9/6Pl+zc1WirrcAhqTJx/Z4qScAxqzZ9vSa3OybZstCWgACItXRYOARnfJpF293LUNV182bLBthrBKlgO9Oe002+ZMpaTvflf6wAekE08Me1bR4seJkro6a8XIyY/ys2CBtWYsVpsTAhqZCyJeey3ceQShvt6WbC8A8TVkiDRiRPEDGlTQAAAgVghoIHiuawGN+fOlqqrw5nHzzXal5Wc+k/8YXjUBKmj0bto0WxajzYnrWiuSFSuk739fuuAC/59j8GCpttauoLn44kx55M42brRlOQY0mprshJaUKRtcjgGNWbNs6QU0mprsZAk7yADC4r3+HHtsuPOIIu/EUC7l1RsabEkFDUTN8OHWjvGZZ6T9+6UvfjHsGUWPXwENqmeUp0GDrB3EffdZaD5oXkBj9Ojgnyuq8nkfLhVR2F6gilJ++L3BT4lE8QIaO3fakuNPAADECgENBO/FF+0EdhjtTTqbMkW64Qbp7rulRx/NbwwvoEEFjd4VM6Bx003SrbdaC5J/+qfgnmf0aOmhh+wA+sKF3auwlGtAY9IkCzV57T7KOaAxfrw0YYL0/PN2u6nJdo4HDAh3XgDiy6ugwYG67mpqbJnLiSHvilgCGogir83JFVdYWANHKjSg0doqvfSSNHOmf3NCtFx5pQWc7r8/+OdqabFlnCto5PM+XCrq66VRozLbYWGgPUd++L3BT8UMaNDiBACAWCKggeCl07Y8//xw5yFJn/2sXYn6iU9kqgLkYssWK3M3YoT/cysXxx1nVSeCDmj8/OfSjTdKH/ygta4J2jHHWEjjjTcspLF7d+Z75RrQ8CrFeMGkcg5oSNbmpHNAY8KEcOcDIJ5SKclxpFWr7HZFhd3moHPGscdagG79+uwfU19vgUsOfCJKvPX9pz+123feyfrek7Fj7feS74mSV1+1tkhU0Chf73yn7a8Vo80JLU7sZz/qqPIMaDQ0WHsTxwl7JgDCFEZAg2A+AACxQkADwUun7cRnFKpODB1qrU7WrpV+9KPcH9/YSHuT/gwYYAc0XnkluOf4/e+lv/976dxzpR//uHgHT2bOlJYvt5/t4oszgYUNG6xHZbntTE2aZMvXX7dluQc0Zs2yqyvffNMCGuPHhz0jAHGUSlkLr0OH7Lbr2gcnbDMGDrRQZK4tTk44gRMuiBZvfW9rs9us7z2rrLSQRr4nSrwWhQQ0yldFhbRkiYUbt28P9rkIaJhksjwDGvX1VNsCUPwWJ4MH2zFrAAAQGwQ0EKxdu6THHw+/vUlnl1winXOO9O//nkkpZ2vLlmgETaJu2rTgKmi88IL0vvdZ+ed77y1+WODcc6Wf/ERavVq65hprAbJxo7XQKbeTPnGsoHH4sPTyywQ0AISvXF9r/ZLriSFOuCDKKtgt71chJ0rWrrUQOe1jytuSJRZ2+vWvg30eL6AxalSwzxN1yWRulaxKwcGDtm/P9gKARMICf+3twT/Xjh12wVe5HVMEAAB94kgQgrVqlW3MRimg4TjSd75jrSq+8IXcHksFjexMn24Haw4f9nfcT33KWuWMGiU9+GB4B8U+9CHpa1+zEro33mgHcbzwQjmprraD2XEJaMyaZcvnn5e2bSOgASB8S5eGPYPoqqnJPqBx4IC0aZNV+AKiivW9b4UENOrqbP2vqvJ3ToiWU06RTjrJWgUFqaVFGj7cqjnFWU2N7Qfn0zo2X0FXF1q/3qoYsb0AIJGw0J8XyguSF9AAAACxQkADwUqnbSPzjDPCnsmRTjpJuu466dZbpT//ObvHtLVJW7dSQSMb06bZgRo/S562tEjf+pa0b5/00EPh/x0+9znpn/5J+vrX7YR+OZZ3HTBAmjgxPi1OTjjBWtU89phdPUVAA0DYaHPQu2TSKrW1tPR/X+89mitiEWWs730rNKBBe5Py5zjSlVdaBc8NG4J7nuZm2ptI9j7c2moByGJZtizY8evrbcn2AoBEwpbFaHOyc6e1cgMAALFCQAPBaWuzE+kLF9qJ3qhZutTCI9ddZ1dJ9KepyX4mKmj0b9o0Wxba5qS93QI0X/ua9M532teWL5dOPrmwcf3gONJ3vytdcEFxSh6GZfLk7hU0yvVqsQED7H9r1Sq7TUADAKIrmbRlNuXVOeEClL58Axp799rrxMyZ/s8J0XPFFba8667gnqO5WRo9OrjxS4X3PlysCxXuuceW2Ry7yZe3vUAFDQDFDGhQQQMAgFgioIHgPPWUXdkYpfYmnY0ebdUPnnjCWlX0xztJTUCjf4UENHbulO6+W/rIR6RJk6TTTrM2Ii+9ZN8/5xwLR0ThKsOvfEV64IHMbceJztz8MmlSfCpoSNLs2dLmzfb5hAnhzgUA0LtcTgxxwgUofYmEVczJta3giy/akgoa8TBligX7g2xzQgUNk0tQshCplO1jX3653a6oCG6fu6HBXmvCaqUKIDoIaAAAgIAR0EBw0mm7Iv2888KeSe+uukqaM0e64QZpz56+77tliy3Dbq1RCkaNspPbr7zS/33b2qQ//cnKlb7tbVJ1tV35tGKFhTF+9jNp27bMlTKuax9RCEGkUpn5SNGam196qqBR7gENDxU0ACC6ampsmU1Ao6HBtktGjAh2TgCC450o2b49t8etXWtLAhrxsWSJtG6dtbYJQksLAQ3JgvyDBgVfQSOVOrJlzaxZdgwhiH3u+nqqbQEwxQpotLVZ8I8WJwAAxA4BDQRnxQpp7txol/+sqLA2FVu3WjWEvlBBIzfTpkm//33P32tqkn7xCzt4Nn68BTO8frJf/KJVX/nb3+zKpw9/mBPlYZo0Sdq9W9q3Lx4BjVmzMp/zfwcA0TVihIU6s21xwgkXoLTle6Kkrk4aNswqKyAeLrvMLhS5445gTuJTQcMMGCBNnVqcFifLl2c+f+EF6be/DeZ52F4A4Bk71qr1BB3QaGmxtslU0AAAIHYqw54AytSmTXYw7JvfDHsm/XvrW6Wrr5ZuuUW65ppMe46uGhulgQPtZAD6N22a9Oij9nlrq1XJeOghaeVK6bnn7OvV1dL550sLF0rvfnf/OyRLlwY750JEeW6F8AJJr78ej4BG5/7k7CADQLQlk9m3OLngguDnAyA4hQQ0Tj7ZgvmIh+pqq+J51112XMLvkEZzc7QvQimmbN+HC1Vba0H6975Xuuce+5tedJG/6/WePVa5k3ZoACQLoY0bF3xAY+dOW3L8CQCA2OEoBYLx4IO2XLQo3Hlk66abpCFDpOuvz7Sr6GrLFqsmwMG97EyfbstLLrGDZHPn2u+5qkr68pelZ5+1AyA//7m1NMlmZyTKrUOiPLdCeAGNxsZ4BDRGjMj0U64kwwgAkZbNiaHdu+3AKlfEAqUtn4CG61pAo3MAF/GwZImFM/zW2irt3UsFDU8yaZWsejuG4odt26THHrPjCl/6klXcrKuz0IafGhpsyfYCAE8iEXxAY8cOW9LiBACA2OFMM4KxYoWVu5wxI+yZZGf8eDvBvnKlzb0njY20N8lGKmVlAD/9abu9fLmV7Lv0UtvxeOwx6QtfkE47jbBLKZg0yZZxqKDh/e96J/scxz7KNXwDAKWupkbavDnz/tQTTrgA5SGfgMa2bXZl6imnBDMnRFMqJX3wg5nbfm7Tt7TYkoCGqamxyhPeCcYg3HefBUAuucRuX365XQyybJm1BfBLfb0tqaABwFPMgAYVNAAAiB3OjsJ/Bw5If/iDVc9wnLBnk72Pf9wCJddfLx082P37jY3S0UcXf16lJpWyAyjeVTTt7fb5r3/NgaxSFKcKGt7/rrf+e//HBDQAIJqSSdvO2LCh9/t4AQ1OuAClbeRIafDg3E6U1NXZkoBGvHjb9DfcYLdffNG/bfrmZluyX2u8yoNBtjmprbX38JNOstsDBlgVjXXrpN/8xr/n8bYX3vIW/8YEUNoSCampKdjnoMUJAACxRUAD/lu92kIapdLexDNwoPSd71iJzptvPvJ7rmstTqigkbtSCumguxEjpGHD4lFBwzN4cNgzAABkwzsxtH597/epr7dtEe++AEqT4+R+JevatbYkoBFPn/mMLb/0Jf/G9AIao0f7N2YpCzqg0dxsF/9ccsmRxxXe/367uGbZMqmtzZ/nqq+Xjj3WWt8CgESLEwAAECgCGvBfOi0NHSrNmxf2THI3f77t/H/1q1Yy27N7t7R/PwGNXC1dGvYMUCjHsf/7OFTQ6Iz/XQCIvmxODHknXKqqijMnAMHJ9URJXZ00cSInPeJq3Dhp7lzpV7+yKhp+oMXJkaZOtWVfQclCrFghtbZm2pt4Bgyw/bWXXrJKnX6or6faFoAjJRJ2PPjQoeCeY8cOu0ho2LDgngMAAEQSAQ34y3VtJ3r+/NI9EP5f/2Xlsr2SqJJVz5BocZIrWkOUh0mTLKBx+LDdjkNAg/9dAIi+CRPsSte+AhoNDdIJJxRvTgCCk09AY+bM4OaD6Pvtb6Xhw63Sgh9ocXKkIUNsXzGoChq1tXYMZs6c7t+77DJre+JHFQ3XtYAG2wsAOkskbLl9e3DPsXOnBUmpPgwAQOwQ0IC/XnxR2rSp9NqbdDZlivTZz0p33y09+qh9rbHRllTQQBxNnhyvFicAgNLgOFJNTe8nhjjhApSXXAIara12dT3tTeJt7FjpE5+wKgt1dYWPR0Cju2QymIDG3r3SypXd25t4KiosVP/KK9I99xT2XDt3WnUUthcAdOYFNIJsc7Jjh1V8AgAAsUNAA/5Kp21ZygENyQIaxx0nXXedHdzzAhpU0EAceQGNQ4fsQNiAAWHPCAAAk0z2Xlp9+3YrS0zJcqA8eAEN1+3/vq++atuuBDTw6U9LI0f6U0XDC2iMHl34WOUiqIDGypXSwYPd25t0dsklViVn2TI7bpOvhgZbsr0AoDMCGgAAIEAENOCvFSuk2bNLv9LEkCHW6qSuTvrRjzItTiZNCndeQBgmTbLqGVu3Uj0DABAtXkCjpxO23gkXrogFykMiYSds9+7t/75r19qSgAbGjJE++Unp3nul558vbKyWFmnwYDteAJNM2n7i/v3+jltbK1VXS3Pn9n6figpp6VKrlnXXXfk/V329LdleANBZMQIaXosTAAAQOwQ04J9du6Qnnij96hmeSy6Rzj1X+vd/l154QRo6lJPTiCcvcPXaa9hrqfYAACAASURBVKwDAIBoSSbtpNC2bd2/xwkXoLx4J0qamvq/b12dVX2bMSPYOaE0fOpT0qhRhVfRaG6mvUlXNTW2fO01/8Y8dMgu/rnwwv6rN150kTRrlvSlL+VfRaO+XqqstHa3AOAZP96WQVfQ8PP1EwAAlAwCGvDPqlVSe7u0eHHYM/GH40jf/rb0xht29YbfV4QApcKrHENAAwAQNd6JoZ7Kq3snXI47rrhzAhCMXK5krauzdgVVVcHOCaXhqKOk66+Xfvtb6S9/yX+c5mbam3SVTNrSzzYnDz8s7dnTd3sTT0WFlEpZW6M77sjv+RoapKlTpYED83s8gPI0fLhtRwQV0Ghvt4sdn302mPEBAECkEdCAf1assL55c+aEPRP/nHSSdN11Yc8CCJdXQWPzZgIaAIBo8U4MrV/f/XsNDfb9ysrizglAMHINaMycGex8UFquv96qaKRS+Y9BBY3uggho1NZKI0daRdNsXHihdOqp0pe/nF8Vjfp6qm0B6M5xbNsjqIBGS4uFNAAAQCwR0IA/2tqklSulhQv7L0FZSlIp6Vvfytx2HPso5KAOUGomTrRlaysBDQBAtEyZYlfP9lZBgxMuQPnINqCxd6+Ftk45Jfg5oXSMHi19+tPS/fdLzz2X3xgtLQQ0uho71sIUPQUl89HaapVOLrgg+31P7xjNX/8q/eIXuT2f61qgk+0FAD0JKqCRStnrp4fjzQAAxA4BDfjjqaesLFu5tDfxpFK2w75nj912XftggxlxMmiQVF2d+RwAgKgYNEg65pjuAY32djvhcvzx4cwLgP+87dH+TpS8+KItCWigq09+0gIW+e7PU0GjO8exdmN+VdBYs0bauTO79iadXXCBdNppVkXj8OHsH/f669bOlu0FAD0JMqBx1VXWRkXieDMAADFEQAP+WLHCKmcsWBD2TILhbTADceW1OaEvLwAgano6MdTYKB08yBWxQDkZPNhaVPR3omTtWlsS0EBXo0ZJ//qvdvzimWdyf3xzs1XiwJGSSf8CGrW10pAh0nnn5fY478rz116Tfv7z7B9XX29LthcA9CSogMbu3dI990hLlvg/NgAAKAkENOCPdFqaO7e8D1YsXRr2DIDwTJpkSypoAACiJpnsXlqdEy5AecrmREldnTRsmLVAArq67jppzJjcr1Jub7cTalTQ6C6ZtGBEW1th47S3S8uXS+95j63DuVq0SJozR/rKV6Q338zuMWwvAOiLt93huv6Oe9dd0oED0rXXcrwZAICYIqCBwm3aZAfBFi0KeybBoswc4syroEFAAwAQNcmkHTj1WtJJmRMulCwHyku2AY1TTpEqONyBHowcKf3bv0kPPij96U/ZP27PHgsQENDoLpm0tiKNjYWN88wzNkau7U08jiMtWyZt2CD97GfZPaahQaqqyuzvAkBniYR06NCR+xl+uO02adYs6fTTOd4MAEBMccQChUunbbl4cbjzABAcKmgAAKIqmbRl5yoaDQ3S0KGZ9y8A5aG/gIbrZgIaQG8+/nFp7NjcToo1N9uSgEZ3NTW2LLTNSW2ttdQs5NjSe94jvfWt2VfRqK+3MCeBLgA9SSRs6Webkz//2T6uvdaCZQAAIJbYA0Hh0mlp6lRp+vSwZwIgKFTQAABEVU8nhjjhApSn/gIa27ZJO3cS0EDfRoyQPvMZaeVK6ckns3uMF9Ao57au+fKCkoUENFzXAhrnnlvY79irorFpk/STn/R///p62psA6F0QAY0f/9gq91x5pX9jAgCAksMRSxTmwAHpD3+w9iakfoHyRUADABBVPVXQ8AIaAMpLIiHt2CG1tfX8/bVrbUlAA/35l3+Rxo2Tli7N7v4tLbakgkZ3xxwjVVYWFtCoq5NefTX/9iadLVggvf3t0le/aq0JetPaatsObC8A6I3fAY39+6U77pAuvZT3EwAAYo6ABgqzerWFNGhvApQ3r0R855NfAABEwejR0pgxmRNDhw9Lr73GFbFAOUok7Er7nTt7/n5dnS0JaKA/w4dLN9wg/f730uOP939/Wpz0rrJSmjKlsH3F2lq76OfCCwufj1dFY8sWu1K9Nxs32jYD2wsAeuN3QOM3v5F277b2JgAAINZyDmg4jlPpOM4mx3Ee6fg4xXGcZY7jPOM4zveDmCQibMUKW551VrjzABAsr4LG//xPuPMAAKAnyWQmoLFhg10VywkXoPz0d6Kkrs6CxWPHFm9OKF3//M/2P5VNFQ0CGn2rqSmsgkZtrXTmmZl1vFDz50vvfKf0ta9JBw/2fJ/6eluyvQCgN9XVtvQroHHbbVa1513v8mc8AABQsvKpoDFT0l2u685zXXeepEGS5ko6Q9LfHMeZ7+P8EGWuK6XT9nlVVbhzARCssWOlgQPDngUAAD3rfGKoocGWlCwHyk82AQ2qZyBbw4ZZFY2HH5bWrOn7vl5AY/To4OdVijoHJXPV0GDrrh/tTTxeFY3GRun223t/XontBQC9GzTIXvf9CGi88or02GNWPYM24QAAxF4+AY23SVrsOM7TjuP8WNK5ku51XdeVtErSmT09yHGcf3Ac51nHcZ7dvn17/jNGNKRSUkWFtGmT3XYc+0ilwpwVgCCkUtKAAVb+VWJ9BwBETzJppcpbW7kiFihnfQU0Wlull14ioIHcfOxj0vjx/VfRaGmxfaIRI4ozr1KTTNrvaNeu3B+7fLktL77Y3zmdc45V5bjppp6raNTXS6NGZa6QB4CeJBL+BDRuv91aQn3kI4WPBQAASl4+AY1nJM13XfcMSQMlDZHU2PG9XZLG9/Qg13VvdV33dNd1T69m56f0pVK2k+txXfvghC1QflIpW78PHLDbrO8AgKhJJqW2NgsP19dbCXpaHADlZ3zH4YaeTpQ0NEiHDhHQQG6GDpU+9zlp9Wrp0Ud7v19zs11FzVXPPUsmbbl+fe6Pra2V5syRjj3W3zl5VTRef1269dbu36+vtzAnf1MAffEjoPHmm9LPfia9972ZbRkAABBr+QQ01rquu7Xj82cl7ZWFNCRpeJ5johSl09Ls2WHPAkCx0MoIABBV3omhv/7VTtIefzwnXIBydNRRVsWgpxMldXW2JKCBXP3jP0oTJ/ZdRaO52f7/0LOaGlvm2uZkyxbpT3/yt71JZ2efLZ11ll1g5F1w4PG2FwCgL4mE1NRU2Bj33y/t2GHtTQAAAJRfmOIXjuPMchxngKSLJA2TNLfje7MkbfBpboiyXbukJ56QFi/uvxQogPLB+g4AiKLOJ4a8K2IBlJ+KCmtH0FtAY8AAacaM4s8LpW3IEKui8eijVkmjJ14FDfQs34CG194kqICGZFU0tm2TfvSjzNcOHrTWaGwvAOiPHxU0brtNOuYYacECf+YEAABKXj4BjS9J+oWk5yU9Kekrkk51HOfbkj4n6S7/pofIWrlSam+XFi2izQEQJ6zvAIAomjxZGjxYevFFa3PCCRegfPV2oqSuztZ9qr4hH//wD9KkSRZId93u329poYJGX4YPt7L9uQY0amulk04K9n37rLOkc86Rvv51af9++9r69fZ3ZnsBQH8SCWnnTqm1Nb/Hb9gg/f730jXXWJAUAABAeQQ0XNdd57ruTNd1T3Fd90bXddslzZe0RtJC13Vf832WiJ50Who3zvqEAgAAAGGqqJCmTpV+9zu7TclyoHz1FdCgvQnyVVUlff7z0po10sMPd/8+LU76l0xa8CFb27dLf/xjsNUzPMuWWYuCH/7QbtfX25LtBQD9SSQs0LVzZ36P/8lPbHn11f7NCQAAlLx8Kmh047ruAdd1f+O6bg57YihZra1WQWPhQpK/AAAAiIZkMnPChStigfLVU0Bj7147MUxAA4W49lqryNRTFQ1anPSvpia3Chr332+VWYsR0Jg7V5o/X/rGN6R9+whoAMheImHLfNqctLVZQOO886TjjvN3XgAAoKT5EtBAzDz1lLRrl7R4cdgzAQAAAExNTeZzTrgA5aungMa6dbYkoIFCVFVJ/+f/SE88YeXoPa5LBY1sJJPSli3SoUPZ3b+21t67Z80Kdl6eZcusascPfiA1NFhLllGjivPcAEpXIQGNVaukxkYLAAIAAHRCQAO5S6etcsaCBWHPBAAAADDJpC2HDZNGjAh3LgCCk0hIe/ZIBw5kvlZXZ0sCGijU3/+9dMwxR1bROHBAOnyYgEZ/kkn7nb2WRefj3bstBHPJJZLjBD83SXrHO+w41je/Kf3lL9KgQcV5XgClbfx4W+YT0LjtNttuueACf+cEAABKHgEN5C6dtvKQlPcEAABAVHgBjX37wp0HgGB5V7Ju3575Wl2dNHy4NGVKKFNCGRk8WLrxRqscumqVfa252ZYENPrmvQ9n0+YknbbQSzHam3S2bJm0Y4f03HPS5s3FfW4ApSnfChrbtkkPPCB95CMEwgAAQDcENJCbTZvs4BftTQAAABAl3okhAOXNO1HS1JT5Wl2ddPLJUgWHOOCDq6+WjjsuU0XDC2hwkUrfvFZj69f3f9/aWmniROmtbw12Tl297W3Se95T3OcEUNpGj5YqK3MPaPz0p1JbG+1NAABAjzh6gdyk07ZctCjceQAAAACeVEo68cTMbcexj1QqrBkBCErXK1ld1wIatDeBXwYNsioaTz8tPfSQ1NJiX6eCRt/Gj7c2Y/1V0Ni/336vF19c/FBVKiWtXJm5zfYCgP5UVEjV1bkFNFxXuv126V3vkk44Ibi5AQCAkkVAA7lJp6WpU6Xp08OeCQAAAGBSKTsQ6rU3cV374IQLUH66BjS2bpV27iSgAX9ddZW1zFm6lBYn2XIcq6LRX0Djd7+zkEax25tIme2FN96w22wvAMhGIpFbQOPRR+21kOoZAACgFwQ0kL39+6WHH7b2Jo4T9mwAAACAIw0dGvYMAASta0Cjrs6WBDTgp4EDpS98QXr2WemXv7SvEdDoXzLZf0CjtlYaM0Y666zizKknI0aE99wASk+uAY3bbpNGjZIuvTS4OQEAgJJGQAPZW71aOniQ9iYAAACIrqVLw54BgCANG2ZhLAIaCNqHP2wVIX71K7s9enS48ykFyaT02mtSe3vP33/zTemBB6QLL5QqK4s7t67YXgCQrVwCGrt2SffeK33wg9KQIcHOCwAAlCwCGsheOm0HwsK8ygEAAADoC2XKgfLX+URJXZ00aZI0dmy4c0L58apoeAho9K+mxi7s2bq15++vXi21tITT3qQrthcAZCuXgMYvfykdOiR99KPBzgkAAJQ0AhrIjutaQOPd75aqqsKeDQAAAAAgrroGNKiegaB86ENWFUKSBgwIdy6lwPtd9dbmpLZWGj5cmj+/eHMCgEIlEtLevdb+uy+ua+1NTj9dmjWrOHMDAAAliYAGsrNunbRpE+1NAAAAAADh8gIara3SSy8R0EAwUimrouGFDRzHPqi80Lu+AhptbdJvf2vHlbjwB0ApSSRsuX173/d7+mk7hn7ttcHPCQAAlDQCGshOOm3L888Pdx4AAAAAgHjzAhoNDVZGnIAGgpBK2dXQrmu3vc8JaPTuuOOkigpp/fru33viCVtvo9DeBABy4QU0+mtzcvvt1h78iiuCnxMAAChpBDSQnXRamj1bmjw57JkAAAAAAOLMC2isXWu3CWgA0TBwoHTssT1X0KitlQYP5sIfAKUnm4DGnj3SXXdJH/iANHJkceYFAABKFgEN9G/XLrvSYfHisGcCAAAAAIi7RMLam6xZIw0YIM2YEfaMUO6WLg17BqUjmewe0HBdC2icd540fHg48wKAfGUT0LjnHmnfPumjHy3OnAAAQEkjoIH+rVwptbdbn1AAAAAAAMLknSh5+GHphBOkqqpw54PyR1uT7PUU0HjuOWnTJtqbAChN1dW27Cugcfvt0oknSm97W3HmBAAAShoBDfQvnZbGjZPmzAl7JgAAAACAuPMCGq+8QnsTIGqSSWnnTmn37szXamut2s0FF4Q3LwDI17Bh9tFbQKOuTvrTn6x6huMUd24AAKAkEdBA31pbrYLG+efbzjQAAAAAAGHyAhoSAQ0gampqbLl+vS1dV7r3Xunss6UxY8KbFwAUIpHoPaBx++3SoEHSBz9Y3DkBAICSRUADfXvqKWnXLtqbAAAAAACiYfz4zOcENIBoSSZt6bU5efllqb6e9iYASltvAY2DB6Vf/EK6+GKrQA0AAJAFAhroWzptlTMWLAh7JgAAAAAAHHkCZObM8OYBoLuuAY3aWiv5f9FF4c0JAAqVSEhNTd2/XlsrNTdbexMAAIAsEdBA39Jp6cwzpdGjw54JAAAAAABSZaU0dqx9ftxx4c4FwJFGjrQQldfipLZWesc7pIkTw50XABSitwoat98uTZ1qbZwAAACyREADvdu0Saqro70JAAAAACBaEglbVnBYA4icmhqroLF+vfSXv9DeBEDpSySk7dul9vbM1159VVq9Wrr2WrZHAABATthyQO/SaVsS0AAAAAAAREEqZe0SXn7ZbjuOfaRSYc4KQGfJpAU0li+32xdfHO58AKBQiYTU2iq1tGS+9uMfWzDjqqtCmxYAAChNBDTQu3TarnqYPj3smQAAAAAAYEEM17UPKfM5AQ0gOpJJq8p6zz3Sqada+X8AKGVe5S6vzcnhw9JPf2oXNk6aFNq0AABAaSKggZ7t3y89/LBtZDpO2LMBAAAAAABAKUgmrQ3AM8/Q3gRAeega0EinpW3bpI9+NLw5AQCAkkVAAz1bvVo6eJD2JgAAAACAaFq6NOwZAOhJTU3mcwIaAMrB+PG29AIat99ulTMWLgxvTgAAoGQR0EDP0mlp2DDprLPCngkAAAAAAN3R1gSIpmQy8/mJJ4Y3DwDwS+cKGlu2SA89JF19tVRZGe68AABASSKgge5c1wIa8+dLVVVhzwYAAAAAAAClIJWSjj46c9tx7INAFYBSNnasvZb97W/S//2/1sbpmmvCnhUAAChRBDTQ3bp10qZNtDcBAAAAAABA9lIpu/DnwAG77br2QUADQCmrrLSQxrZt0o9/bBc2dm7nBAAAkAMCGugunbbl+eeHOw8AAAAAAACUHiqyAig3iYS0fLm0caN07bVhzwYAAJQwAhroLp2WTj1Vmjw57JkAAAAAAACgFC1dGvYMAMA/iYS1OBk7VrroorBnAwAAShgBDRxp507piSdobwIAAAAAAID80dYEQDlJJGz54Q9LgweHOxcAAFDSCGjgSKtWSe3tBDQAAAAAAAAAAJAyAQ3amwAAgAIR0MCR0mmpulqaMyfsmQAAAAAAAAAAEJ5USnIc6Xvfs9snnWS3qRIEAADy5LiuW/QnPf30091nn3226M+LfrS2WhL4ggukn/0s7NkAAAAAAAAAABANjiOFcD4FAACUBsdxnnNd9/T+7kcFDWQ89ZTU3Ex7EwAAAAAAAAAAAAAAfEZAAxnptFRZKS1YEPZMAAAAAAAAAACIjqVLw54BAAAoAwQ0kJFOS3PnSqNHhz0TAAAAAAAAAACiI5UKewYAAKAMENCA2bRJqqujvQkAAAAAAAAAAAAAAAEgoAGTTtty8eJw5wEAAAAAAAAAAAAAQBkioAGTTks1NdK0aWHPBAAAAAAAAAAAAACAskNAA9L+/dLDD1t7E8cJezYAAAAAAAAAAAAAAJQdAhqQVq+WDh60gAYAAAAAAAAAAAAAAPAdAQ1Ye5Nhw6Szzgp7JgAAAAAAAAAAAAAAlCUCGnHnutKKFdL8+VJVVdizAQAAAAAAAAAAAACgLBHQiLt166TNm2lvAgAAAAAAAAAAAABAgAhoxF06bcvzzw93HgAAAAAAAAAAAAAAlDECGnG3YoV06qnS5MlhzwQAAAAAAAAAAAAAgLJFQCPOdu6UnnyS9iYAAAAAAAAAAAAAAASMgEacrVoltbdLixeHPRMAAAAAAAAAAAAAAMoaAY04S6el6mppzpywZwIAAAAAAAAAAAAAQFkjoBFXra3SQw9JCxdKFfwbAAAAAAAAAAAAAAAQJM7Mx9VTT0nNzbQ3AQAAAAAAAAAAAACgCAhoxFU6LVVWSgsWhD0TAAAAAAAAAAAAAADKHgGNuFqxQpo7Vxo1KuyZAAAAAAAAAAAAAABQ9ghoxNGmTdK6ddKiRWHPBAAAAAAAAAAAAACAWCCgEUfptC0XLw53HgAAAAAAAAAAAAAAxAQBjTi6+WappkaaNi3smQAAAAAAAAAAAAAAEAsENOJm/37p1VetvYnjhD0bAAAAAAAAAAAAAABigYBG3KxebUvamwAAAAAAAAAAAAAAUDQENOIilbKKGV4w47zz7HYqFeasAAAAAAAAAAAAAACIBcd13aI/6emnn+4+++yzRX9eSGpvlwYMkEL4uwMAAAAAAAAAAAAAUG4cx3nOdd3T+7sfFTTipoI/OQAAAAAAAAAAAAAAxcbZ+jhaujTsGQAAAAAAAAAAAAAAECsENOIolQp7BgAAAAAAAAAAAAAAxAoBDQAAAAAAAAAAAAAAgIAR0AAAAAAAAAAAAAAAAAgYAQ0AAAAAAAAAAAAAAICAEdAAAAAAAAAAAAAAAAAIGAENAAAAAAAAAAAAAACAgBHQAAAAAAAAAAAAAAAACBgBDQAAAAAAAAAAAAAAgIAR0AAAAAAAAAAAAAAAAAgYAQ0AAAAAAAAAAAAAAICAEdAAAAAAAAAAAAAAAAAIGAENAAAAAAAAAAAAAACAgBHQAAAAAAAAAAAAAAAACBgBDQAAAAAAAAAAAAAAgIAR0AAAAAAAAAAAAAAAAAgYAQ0AAAAAAAAAAAAAAICAEdAAAAAAAAAAAAAAAAAIGAENAAAAAAAAAAAAAACAgBHQAAAAAAAAAAAAAAAACBgBDQAAAAAAAAAAAAAAgIAR0AAAAAAAAAAAAAAAAAgYAQ0AAAAAAAAAAAAAAICAEdAAAAAAAAAAAAAAAAAIGAENAAAAAAAAAAAAAACAgBHQAAAAAAAAAAAAAAAACBgBDQAAAAAAAAAAAAAAgIAR0AAAAAAAAAAAAAAAAAgYAQ0AAAAAAAAAAAAAAICAEdAAAAAAAAAAAAAAAAAIGAENAAAAAAAAAAAAAACAgBHQAAAAAAAAAAAAAAAACBgBDQAAAAAAAAAAAAAAgIAR0AAAAAAAAAAAAAAAAAgYAQ0AAAAAAAAAAAAAAICAEdAAAAAAAAAAAAAAAAAIGAENAAAAAAAAAAAAAACAgBHQAAAAAAAAAAAAAAAACBgBDQAAAAAAAAAAAAAAgIAR0AAAAAAAAAAAAAAAAAgYAQ0AAAAAAAAAAAAAAICAEdAAAAAAAAAAAAAAAAAImOO6bvGf1HG2S9pY9CeGZ5ykHREdL6pj+T1eXOYWl5/T7/GiOpbf48VlbnH5Of0eL6pj+T0ecyuvsfweLy5zi8vP6fd4UR3L7/HiMre4/Jx+jxfVsfweLy5zi8vP6fd4UR3L7/HiMre4/Jx+jxfVsfweLy5zi8vP6fd4UR3L7/HiMre4/Jx+jxfVsfweLy5zi8vP6fd4fs8NuTnOdd3q/u4USkAD4XIc51nXdU+P4nhRHcvv8eIyt7j8nH6PF9Wx/B4vLnOLy8/p93hRHcvv8ZhbeY3l93hxmVtcfk6/x4vqWH6PF5e5xeXn9Hu8qI7l93hxmVtcfk6/x4vqWH6PF5e5xeXn9Hu8qI7l93hxmVtcfk6/x4vqWH6PF5e5xeXn9Hu8qI7l93hxmVtcfk6/x/N7bggGLU4AAAAAAAAAAAAAAAACRkADAAAAAAAAAAAAAAAgYAQ04unWCI8X1bH8Hi8uc4vLz+n3eFEdy+/x4jK3uPycfo8X1bH8Ho+5lddYfo8Xl7nF5ef0e7yojuX3eHGZW1x+Tr/Hi+pYfo8Xl7nF5ef0e7yojuX3eHGZW1x+Tr/Hi+pYfo8Xl7nF5ef0e7yojuX3eHGZW1x+Tr/Hi+pYfo8Xl7nF5ef0ezy/54YAOK7rhj0HAAAAAAAAAAAAAACAskYFDQAAAAAAAAAAAAAAgIAR0AAAAAAAAAAAAAAAAAgYAQ0AAAAAAAAAAAAAAICAEdAAAAAAAAAAAAAAAAAIWGXYE0B8OY4zSFKF67oHO31trKSkpE2u627z4TnWSzrfdd1XCh0rTI7j/ETSXyTd6rruIR/HdVzXdbt87a2SpkjaKukx13XbsxzrnZKOkfS6pCdc120tcG6TZf8LYyUNkbS/Y+znXNdtK2TscuU4zkDZOtXj/4jjOMMl/Z3run/Mc/wKSeMk7Sr079tpzD9IutZ13fUFjDFE9r/iSqp3XfdwAWNVS/qUpFmS3pT0tKQfu677t34e90VJf3Fd94F8nzuHOU6QdJykra7rbsrhcZPVsY7m8rg+xquQdLSOXEe3uq7bVOjYBc4r0PWgEKyj5b+O5rt+djyWdVThrqN+KsZ2bseYbOv2PqZv27kdj2Vbt4ywL5qbqK+jfq+fHWOyjuagGO/vfm/r+rGd2zGOL9u6Ud/O7XiuSOyLdowZuW3dKG/nxnUdjdO+aMdzRWIdjeL62TGv2K6jHC/q83EcL2IdLSqOF+F/ua7LBx9ZfcgOlBzfx/fHSPpwFuMMkHS7pEOS2iStlDRe0idlb57tklol3S1pSD9jfbifj3ZJX/BuF/BzL5a0SNLRBf4Op0u6U9KL6jjAJenkLB7XLjtI1SjpE5KGFTiPMZKWd/wN9kq6TVKVpPs6nuvNjr/NC5KmZjHWUx2P8z62S/q6pEQec/uwpP/pGOcNSU2SNkva0/G1XZI+U+rrgc9zGtfp79kq6bmO32NFl/udJqkti/G+IGmjpG2S/lvSMEmXSvpbx//F7o6/b0UWY72rn492SVd7t/sZq17SiZ1uD5P0o47/4baOj72SUgX8Hjd2/N89KKm2439vp6Qz+nlsu2xj9s+S3uvD33SQpFsk/VXSS5JulORI+k7Hz9nesUxLGtfPWFWSftXlcS9I+idJg/KY21mSVnX8vO1dPtok1Um6rJjrQBDrQZTnxjoa11HV1QAAIABJREFU7jrq5/rZMR7raB7rQUBznKIC3+Pl43Zux3gls62rPLdzOx7r27aufNzO7TQe27o5rAdRnpuf62gx1s9OPzfraO9j+bZ+dvq7so5mPx/f39/l07aufNzO7RgvsG1dRWQ7t2O8yO6LdowZuW3dINaDKM8tiutokOtnp98j62j/c4vc+hnUehDVufm1fnaMxTqa+zw4XhSB9SCgOU5RhPZFO8Yryv4oHwH+X4U9AT6i/yHpeNkBHO/NcrukL0oa0eV+2W4ofFx2UOMKSWdL+nXHm/R+SX8vaULHG/uLkr7Vz1gbOr2Br5f0WpePdtlBpNckre9nrDclndrpdqLjDct7A/TeqH4qycnj9zil4+feLOkHkm6WJTkPyJJsfT22XdLpkt4v6XnZxtQPJM3K8296p+yg0yWSrpS0VtIzHb/PGR33mS+pRdJD/Yz1y46/1amShkt6q6Q1nf4u35B0VJbz+pzsqqQrJY3q4fsnSPpWx9gfK+X1wOe5rez4n/iMpGtkb+KHZRuWM3OZm6QPSToo6fOSrpL0eMfHPklflvQ22Zt6o6QvZjG3lk6/s87rUk8f/c2tXZaS9W5/v2OdukrStI65fbfjeT6Uxdx+KWlyp9tf6/g5T+j0tcGSHpD0TBZzO0vSDbKD1692/D363djuZbzvd4zzadnG/JaOeWyX9B5JkyVdK3v9uLufsb7b8fiLJZ0s6QOSXun4PW2R9DFJlVnO6yrZzs6NskT6GFnSeoBsY3qBbIO6TdKlpboeRHlurKPhr6N+rp8d47GOhr+O+vYeLx+3czvG26AS2NZVAdu5HY/3bVtXPm7ndtyXbd0c14Moz83PddTP9bNjPNbREPdFO8ZjHc19Xr6+v8vHbV35uJ3baT3wZVtXEd3O7fRzRW5ftGO8qxTBbV2/14Mozy2q66if62fH41lH2Rctubn5uX52jMc6mvvfk+NFIa8HAcwtkvuiHeNtkI/7o3wU/yP0CfAR0B/2yPRhvx/9jPVkx4p8maRzZCnLlo43gfd0ul+2G/N3S7qp0+3Kjje+27rc73xZaaW+xhoq6b863tS+Iamqy/fbO7+I9zNW1w2FX8qSl/Nkb+gTJP2r7MDZp7IY7zFJp3W6/f/bO/ewyarqzP92NzR08AYCSqtgaDUDyKVBAQ3CKGrGeeKFgPGCCiqKl+CNUTEaA47jxHjBSwig4hUclTAYHVQEFZUoIEpECdIgAZRu5SIC3U03dPeaP/ZuKYvv++pUfevUWVX7fZ9nP91f1a73vOus/dZZZ59d55wI3EbfwR34JHDFkNoOJq+eXFf23ftLbhr9kgm4Bfirnr+Xlm0c3dfvVGD1AK47gGf0vfagou088grd3wN/C/zJAK6VwF820H82cPGE++Aa8oGzURvAtQ54Q99ru5AnJ9dueq+JNuAM4IM9f29V4v5iX79DybfcGhTnEuAscpH1avomk5mfR28GXj5Dv1MGear0u7CMkePJBenpwLkz9HtqAx/8QRt5dfPLyZPedwPfIhdgOzeJs3D8Bji85+9lZRtv7Ov3WeD2AVy3AofOkJd7yAXmOvLK7hc20HUd8LwG/c4n35Z6In0QWZs82r1HPf1Z+smjw/vA7fhe+NyO8TjWuaVfyFoXxzp3Fm0j17o41rmlX8haN7gPImsLeS46iw/k0TGei5bP1uLRkMf30s+t1sWxzp3FByPXugStcwtHyHPR8tnrcKp1g/sgsraQHvX0Z+knj+pcdOK0efqzZyzIo5ovmjQfRK7Bw84XqXXTNkOYVuzHvQfQt5Kf4zUq9gGOMbMzy9/fTim9j3xrpnNSSh8lr25rilvJvwYCwMzWp5T+kbwyrBcPIt8CalaY2Rrg2JTS6eQD+M9SSkeb2beH0DMb/hJ4lZldUP7+DfCB8jyzvyFPcs2F64GLi7a/Ja9K/KGZ3dLX77Pk1Y+NYWbfAr5VtBxGLqxeD5BSusLM9hpAkch52IQ7yr+r+vrdTl59OhdWAQtmeG0dObYzySsfjyPvtyVzcN1NXsH5/2YVnp+RtgP5IDgIkX1wNLlwvoG8unY+uIu82vUPMLMrgSellI4F3ptSOoi86nYQ1sC9xwYzW51SOgW4tK/fenKhPyfMbAVwaErpmWX7L0wpHWVmVzXQMiNlz/8XkYvLflxIXhE+SNsBKaUjyIXVUWTPbjtD14eQC7FmAvPz404DTkspLSP7+/XAh1NKt5C/B54zgGYxeWxswrXl3xV9/W4kF5SD8Ps+jStSSqvJ32PnkZ/ReGpK6c1mtmwOni2ArRtsz7j3e2UuRPVBZG3y6H0xbo96+xPk0WF94Hl8B99jvFudWz4ftdZtrc6Fede6nnXups9FrHUj+yCytkk5FwV5dNznolCPR6Me38Gx1m2hzgWnWjdwnQtxz0XBt9aN7IPI2iJ7tIZzUYjr0VrORSNr03zRfaH5ontRi0cj1+CTNF8kjANdrxBRa6+RzX4VDW5ZNYDnZuDvZ3nvUPJteS4m36K0yaqzvcjPb30XsM0sff4r+UA18FY+PZ9J5APm7eRfAm3N8Cs5e28pewvwFzP0ewmwpiHnQeRbtt5JfobXr4DN+/q8Cri8gba9B/R5APBM4H0NdJ0FfBvYG3g8+blnd5Kf77VN6bMTeQXfOQO4PgRcDTyp/P0g8rO01tPzzGBy4XXMAK7XkIuTU8grErcvn1sIPIJ8S90fkH/9NeszvybBB+VzjyJPtL5into+VXh2meX9/YqfbhukrYzZVeSJzIWz9FkKXAl8ZkidW5GLx1XkW4FtNoJHLwb+ifyMwx8BJ8/Q73TgJ0PoegC5qLqnjL9zgKeRb2F2GHny9S0NtA3y6K7AMcCZDTR9k7yqdhtgux5PnbfpO4Rc9F8GXDCA69Pkld879rx2fIl1957Xtgc+MIDrBHLRfBx9q8fJ38H7kn9NuRZ4/KT6ILI2ebR7j3r6s/SVR4f0Qc/+mPfxvXC5HeNpqc7tyWGYWhenOrdHm0uti2OdW/qGrXWj+iCytrY8Ol9/9vhAHrVuzkVLv5o8GvX43kqtyzzr3B4fuNa6BKtzS9+Q56Kln2utG9UHkbVF9Wgb/iz95VHTueikaGvLn+Vz8qjmiybCBz37I1wNTuD5IrVuWucC1FpOcP6FyMBbdA7g+EAx9tNmef9PgZ+Tf6XStIjZB/gOPbd86uNbC5wMbDGC3oeTbzn623KwGqZQuIH8a5kTyM/WPbOvzyLg68B3h9CzkPzcsdvLNn4CvIJcLPwP8irIlzXQNmehMOQ+2roccO8p3P9eDqjnln1/S3n9ZuC/DODakvzLpI1lDKwvvG8aUdsLygF0I/e97dRK8q1ul06DD8rndgNeOU9tWwGfK7nbbQ5ffKeJNvLE6jXAkTO8t1PJ79cZ4nnOfRx7kwvxnw/p0f3Jq3NPBi4i/6JuA+XZ18Ae5Ind2yiTtEPqeizw5b4xdwfw7gaf9fboTuRbqPWO/QPIk+wryKvfV5FXx+8/gOvBZX+tJ09gb/L3iSNqe1vxwoaSgxXkCf91pZ0LPHFIznA+iKxNHu3Wo57+LHzy6Ag+KP3nfXwvPK7HeFqsc3v2U4haF4c6t0ebl0fd6tzCF7rWjeqDyNra9Oio/iyflUc7PhctnDV5NOrxvbValxHr3PLZ1mpdgtS5Pfs45Llo4XStdaP6ILK2iB5t05/l8/JoM23VnItG1damPwuHPDo3l+aLAvig9A9ZgxN0vkitm5ZK0gSBlNKOwAozW9/3+kLyyrzXAwea2b/P8Nn7k1cr/pWZPdBBy/3MbFXP3zNqG8DxbOA5wN+Z2a97Xp8tzoeQV7HtRX4+2DLyRNG+ZvbjlNK+5C+3u8lf7v23HhqkZzvg7cCR5NWdAMuB95vZJwZ8dqei+Z4htjdwn6WUNicXZDf1vPY4ctw3AxeZ2eomfCmlpeQibQP5dl8r56ltCflAuiX5AHcT+fl4nXxpdeGDYVFysMLM7pqjz9ZmdlsDrkR+btldfa8vIE9IXj1PrQuA1wHPJj9z8NoBH5mJYyH5eXTXmtmalNIOwPPJz1bsv3XcMLzbkT2wCriyyfdOuc3apZv84oWU0s7kW/RdbmZrU0qLgGdxr0fPN7PrG/Ak8rPCl5E9eqGZXTIPXYuAx3Ffj15mZk1ug9caPH3gDXl0ujzq5c/CJY/+cR93j85Ve4z7GO9R55bPhal151Pnls+717qedW7po1q3xVp32jw6rD/Le/JokHPR0k8eHU6f6/G9zVrXo84tPO61bpQ6t/CGPBctnCFr3VrORUvf0B6d9nPRwhvSo1H9WbRV4VHNF3XvUc0XjaxN80UdzRcJ3UALNATgD180d5NvqXr5LH3uD6xtMinjafQm2triSik9ALjLzO5JKW1DvlXYNzYdJEacrFtIvs3SKjO7s+89l/3muc+8+by1jRvD+MB5uyFzUNNYkzZhLkTNQU1jLaq2yHHWgqb7rItat+vx4V3rjqPO7dmOPNoCuqh1a/HoKFzyaFyurhDZo+PmkrbuuaJrqwWRcxBVWy1xRtdWC6LmoKaxFlVb5DhrQS3nom3wCfPHgq4FCKGQ5nrTzO5s+AW0EPhP8rO5vDCntra4zOyOTTGb2e/M7OyeybCR4jSzDWa2coYJMe/95rnPvPm8tY0NTX3QEqLmoKaxJm3CXIiag5rGWlRtkeOsBQP3WYe1bmfjw7vWHWOdC/JoK+iw1q3Fo0NxyaPhucaOyB7tiMubrxZttcRZEyLnIKq2WuL05pNHR0PUHNQ01qJqixxnLajlXLQNPmEe0AINoS3UYnR9QQqCIAiCINSHWmq2yBNPgjAXahlv8qggCIIgCIIgCEIc6LxKaITNuhYgCIKwCSmlVcDipv3NbOE4+QShdqSUrmGIxZ1mtvO4+Ly1CcIkQh4VhNjwrE1V5wqCP+RRQYiNqLWp6lxB0LmoIESHPCoI8aAFGoIgRMJ+wFnA7cBbAYvCpwk2QQDgaOAM4AbgpGB83toEYRIhjwpCbHjWuq51s2pdQQDkUUGIjqi1qepcQdC5qCBEhzwqCMGgBRqCIISBmV2RUjoQ+D5woJm9KxCf9+IRQZg4mNm3UkoHABcCi8zs41H4vLUJwiRCHhWE2PCsTb3rZlTrCoI8KgjBEbU2VZ0rCDoXFYTokEcFIR60QEMQhFAws5tSSk8G9o7E18IEmyBMJMzsmpTSwcCfR+Pz1iYIkwh5VBBiw7PWdeZSrSsIyKOCEB1Ra1PVuYKgc1FBiA55VBBiQQs0hE0w4LvAqq6FzABPbZHj9IR3nGPNgZmtAFY0IUsp7QisMLP1bfN5Lx4ZEgZcD9w9xVzefNLWEpeZXQFc4bAtdz5vbcNsmpjjY6LHWod8Ubka8cmj990sceu/yDVbZEQ+PxhrrevM1VWtG3ncRh5rkRF1vzXikkfvu2kmuC7qiMubLyqXN18jrqi1qc5FW+eLyuXNN9HadC4686aJOT4meqx1yBeVqxGfPHrfzRL3HE3zRVOOZKa7Ik4zUkqbAwvMbN0s798P2NvMvue4zQXAt4CXm9m149AWOU5PPu84pyAHC8kFxzIzuzwg38DFI7N8bgGwLfC7YT87KVzSFoPPW9sM/GE9Ol+ulNK3gaOcvv9Dcnnz1aItcpwzcE+VR1NKi4Gl5JPO5WZ2z3w0zLGdoWtAb23jiNWz1h2VyzPOCc1BmOPeLJyNa92U0nbAG4E9i45LgNPM7CYPLX3bGmq8eWqLHKc3V9T9NuYcTKRHU0rvBC4zs686bMONy5uvFm21xDni9kN6dD5cKaWHAjsBK83shnnqcOOKrK2WOKNrm4F/4s9FU0oPAx5BPtbOd3+H5JK27rna4Gu4zWnx6FLgwcBiYA154fSPzWzDfDTMsc2m10ZdtXURq+AAM1Obwka+4HY2sA5YD/wYeAn5Anpvv32ADQ05Nwe2mOP9+5FvtTk2bZHj9OTzjjN6DobYtwuBjcAe0fgK14a5uIB3kFe1/gY4BdgKOAy4qXz2duAf+vflJHFJ23RqmyKPzsoFHDigbQReuunvAdsKySVt3XO1wVeDR4HlwK49f28FnEr+FcCG0lYBx89Tw2LgscBuwOYNP+OqbRyxjhKnN5dnnJOYg1F80CVXD9+ctW5P323JdcgdwNeA/wv8CrgV2HfE7W8HvAc4h3wu8jZg+xF43LRFjrMFrpD7rY0cNPDBxHm0bGcN8BPgWfPcjhuXtHXPFV3bCNsP6dFBXMAi4ETgl8B/AG8HEvCR4uuN5d9zgG0HbMuNK7K2WuKMrq0rT3Xg0S2BL/Xto58CrwIWDbmtkFzS1j1XG3yePuiSr4FHXwJcVfrcAfyWfE5wZ3ntd8CbR9juw8hzc4cALwSeA+wLLByCw1VbW7Gqjad1LkCtpcTCN8gX3N4MvAz4AnAP+aRoj55+Y78A76wtcpyeiyDc4oycgxHG+SQXCi8G1pInRo8E/q201cD/BPYv4+VG4J0DthWSS9qmU1tFHv09915423QiNFsb9D0Zkkvauudqg68Gj5bX9+75+yTySeeRwJ+Rv9c+Wvbnixtsy3NxgLc2Nz7nOL0XQXjGGTYHUT3lzQecDjys5+/3kOuOx/S8tgXwVeBHI2x75Ivwntoix+nNFXW/tZ2D+figS65BfOX1g4C3ACuBa8jn80NffPPkkrbuuaJr8/RBZC5yrbESeBP5gvmvy/fYzcB/I18gOgq4C/jCgG25cUXWVkuc0bV15akOPPrRsq8OIS9Ofx7wC/L5wK+BVwObNdxWSC5p656rDb6uPOXNNxcXcBz5zhGHAw+c4f3HAB8q+/DVDbfnsgjCW1sbsaqNt3UuQK2lxOZFAW/oe20X4PvkC3VvKK91sTjAU1vkOD0XQbjFGTkHI4zziSwUyvtnAB/s+Xsr8gXyL/b1OxS4YcC2QnJJ23Rq8/RBl3wNPLoEOIv8Pf5qymPhet5vrCMql7R1z9UGn6cPuuSbi4v7XjC/mXz7yP5+pwBXNNhWm4sDvLWNzNdynN6LIDzjDJMDTx90yTWID7iQskCHfFeV04FzZ+j3VGB1g215XtB30xY8TteFC1H3m3cOPH3QJdcgPnq+18i/zHw5+VEwd5Nvyfw3wM4Nt+PGJW3dc0XX1qWvxslFvvPl4T1/Lyv939jX77PA7QO25cYVWVstcUbX5umDLvkaePRW4NC+15aQ5/0vI8+V/xJ4YYNtheSStu652uDz9EGXfHNxkRed/WUDjrOBixv0c1sE0YI2Vz618bcFCNOKu8hfVH+AmV1pZk8ir4h9b0rpbOCBDbieDPy9mb3PzD5pZs8H9iBP8FySUnpDh9oix+nJ5xmnN5+3tlqwBths0x9mtpo8sf/pvn7ryRfUJ5FL2qZTWxUwsxVmdijwIuCtwPdSSn82TVzS1j1XG3wVwXr+vwi4boY+FwJ/OgL3X5N//fBpM7vKzC4ys2OAj5NPzsetra1Y5xunN5dnnJOSg6mEmR0AvBY4GriavF8eOUPXh5AXjQ7CI4GrUkrHp5QWAzsCF5rZ8p5trgM+DOw6Lm2R43TmCrvfWshBdTCztWZ2mpntC+wH/Ah4PXB1Sum3KaUvd8Elbd1zRdc25VgM3NDz97Xl3xV9/W4kXxAaF1dkbbXEGV1bTfh97x9mtoI8538iuRY5Czg1pXTZBHNJW/dcbfBNO+4G9pyrQ0ppAbAD+S4kg/B64JVmdoaZ3d7/ppktN7M3AF8h/2BlnNq8+YRxY5RVHWrxG/Ap8irYXWZ5fz9ycXUbzW7lfews7x1LXql3NvCUQVwtaIscpxufZ5yRczDCOJ/IlZzl/YPIv/Z6GbM8pwxYClwJfGbAtkJySdt0avP0QZd8w3CRF66cWPbjO8kLXkbSEZVL2rrnaoPP0wfj5puLq7x+MfBPwEvJE/wnz9DvdOAnDba1EVjW8/ftwMEz9HsRsKYBl7c2F74W4nThainOkDnw9EGXXE35gAeQn2F+D/c+v/xpwKOBw8iTRG9puL0jyL8Q+jX5UW1XzdDncGB5Qz5PbSHj9N5nwfebG1dXvhqnR+m7M9Asn98VOAY4c0A/Ny5p654rurZhW1SPDuICvkm+C+82wHbAJ8g/qDgP2Lz0WUz+9fQFA7blxhVZWy1xRtfWlac68OinyXcD2rHntePJNcjuPa9tD3xgwLZCcklb91xt8Hn6oEu+ubiA15T9cwr5utv25B9ZLAQeQf5xyQ/I16oe3WBb1wNvH9BnAXARcNaAft7aXPnUxt86F6DWUmLzBP/nyI+Y2G2WPg8HvsP4Fwd4aoscpxufZ5yRczDCOJ/IQqGnzzPJz2A9cob3diJPMH4d2LrB9kJySdt0avP0QVd8o3ABe5MvzP2cXACPrCMql7R1z9UG3xzbmUiPkh+fcTRwMvkkeHXZT3uW9/cAfkyusZ7UYFueiwO8tbnxOcfpvQjCM86wOYjqqbb5yM9L/nLZb5vaHcC7h9ym+0V4L21R42xjn0Xdb95c3j4YJ9cgPhpcNB9iO25c0tY9V3RtI2w/pEcHcZHP0X/Y8z22EjgAuJx8Z4NLyQu61wD7D9iWG1dkbbXEGV1bV57qwKMPJp8XrCffweuW0v/EEbYVkkvauudqg8/TB13yNfDoC4CrSp8NfW0lcCqwtOG2vBdVuGlrg09tvC2VJApTipTSUmCFmd01R5+tzey2Od7fivwF9FxgHzO7YoY+DydfpD/QzBb2v9+WNk8u7zjb2G+e+8ybz1tbE5RbNH2L/Bzwawf1HydfSmkheSJ0LzO7fI5+Cdiyf78VLUvN7OohthmSS9qmU1vDbS4gPwvxGWb2i0h8o3KVz70OeDbz/K6IyiVt3XO1wTfHNibeo+WYuwtwrZmtSSntADwf+KLl238O2tb+5NtC7kV+7vLu5Oek721mP00p7UFeeLsz8Cwz+/4QccxLmyefZ5xt7rP5xtkmVxt8A7blWZt6182Nat2+z2wHPIo80X+lma0fcduPBd5NXoC6CauBj5jZO0bkdNHmyeUZZxv7rPCG22/eXAO2M5EeTSkdBFxq+dGH892OG5c3Xy3aaolzxO13fv44H66U0s7AtsDlZrY2pbQIeBb5++1m4Hwzu77hNt24ImurJc7o2hpuc6LPRcsc28Hkc6EN5EfJXTLi9kJySVv3XG3wDbHdifZo6bcEWEKeq1gH3ATcYDbcRfGU0gvIdy55NH/8+FMK51eAfzSzXw7B6aKtLT5hPNACDaExUgcX4LuAd5y17DdPpJQ2BxZYfi7yTO/fj3wB4Htd8DXcpusEmyBERxnz2wK/85gE9+Tz1iYIk4qU0reBo7yOS5583trmqWVsF+C7RORFELUhpbSY/LgxIz9u4p4IXAO203mtO66L8F1jEhcuTBPKPnsjeVHa3eTbTJ9mZjd1ydVgW517VBC8kVJ6J3CZmX11WrkEYRqRUnoo+W4dK83shkh83toEITpSSg8j3/lhhZMf3ficudyvBzku+Jj4a1+CD7RAQxCEMEgpbQt8HPjv5NtE/RT4MHC6mW3s6bcPcIkNvouJK1/pqwOeUDVSSu8AXgFsQb6F9LHAM4B/Jt96bxX5NvB/2+uzcfB5axOESUNK6cABXS4AXk7+pQGDjlWefN7aBGESkVJaDjzHzP6j/L0V8EHgcPLzvQHuAt5vZsePi2vAdsay4EMQIqKcT/4Y2Bq4kPxYz8cDf0L+xV7jXy96cvVwjm3BhyBEQEppI9k7vwCON7OvTBuXIEwqyl033ku+88Y64AzgPeR52NcCiVxPfgM4wsxuGReftzZBmESklLYEPgscyr1j/ufkedJPmtndXfE5c7lfDyr9531NaBKufQnjhRZoCIIQBimlbwBPIN9+91bg6eQD88+AI63cmnWIg5Qbnw54ggAppReTfXAC+Tl2ryhv7UW+KHQO8BjgfwOnmtm7xsXnrU0QJhEppd8D9+99aY7u1uA46sbnrU0QJhHlAs7jzOwn5e+TyM+MfRP5+d9bkxdYvIZcq35uHFzl82NZ8CEIkZFSOh14q5ndWP5+D/B6YJmZLS+vbQH8C/BQM3v8OLhm4Xdf8CEI0VGOfU8G9iMvTlpNfrb6p4a9oBqVSxAmFaUW/SvgfeTa8dXAZcD+wIvJc7HPAD4K/KuZPX9cfN7aBGESkVL6KHAIcAxwNbAbeQ710eR51P8FfLzpHfY8+Zy5vK8vuV0TinztS+gGWqAxpUgpXQMsaNrfzHZuUc4fwVNb5Dg94R1n1ByklNaRJ7E+1PPaLsDHyJNNx5nZh4Y4SLnxtXAAjZqDKsaatI3MdQbwWzN7U/l7K2A5+fmHz+vpdyhwopntONe2PPla0BY1B1WMtcjagse5hDyp9FTgOOAU6yn2y+TxfZ5FPw4+Z66w9V/k8REZFXm0f1HFzeR69LS+fqcATzKz3cbBNQvffBaPhB23kcdaZETdby34/ULy4t73k39p+3FgOzP7i75+TyVfwNlqHFyln+fikcg5kLYOuSZA2x+OVSn/2vZw4Giy174PnA18zRo81icqV+GLnIOQ2mqJM7K2lNJvgGPN7Izy9zLyQsJjzezEnn6fBZ5tZg+ca1uefC1oi5qDKsZaZG3B47wVeKWZndXz2hLgevLdKnYFfg38nZl9ftC2PPmcubyvL3n+ADjstS+hG2zWtQChNRxNvl3XDcBJ8yFqYeLJTZsnV+QDKL77zJvPk+su8krEP8DMrgSelFI6FnhvSukg8gWecfM9mT8+4H2y54B3SUrpuN6DYQNEzUEtY82brxZta+ipHcxsdbnwc2lfv/XAnJPMLfB5a4uag1rGmjdfVC5XPjNbARyaUnom+dj2wpTSUWZ2Vdd8ztpcc1BLzRZ54olKPFrQ+wuJRcB1M/S5EHjJmLn68dfAm83s0z2vXZTyrV2PA+a6I0ctHg0bZ0Uedc2BmR2QUjoC+AfgKPKk8LYzdH0IcOO4uAoeCVzMrQ12AAARnElEQVSVUtq04GNH8kLk5T3bXJdS+jDwrwO4wubAma8WbbXE+Ucws7XAacBp5WLr88iLlj6cUroF+KGZPWdCuSLnIKq2WuL05vPkWlx4NmHTgqQVff1uBDaMmc9bW9Qc1DLWvPmicrXB9/veP8xsRUppNXAicB75LlCnppTebGbLxsznxeV9fcnzmlDka19CFzAztSltwKOA3wCvmCfPwYXnEuCIQW2c2iLH2QKf2z4LnINPFZ5dZnl/P3KxfBuwYZx85CLh2FneO5b8DMOzgac00RY1B7WMNWkbmecgYBXwMmDhLH2WAlcCnxknn7e2qDmoZaxF1xY5zh7OrcgnsquAd5IXMG0E9uiaz4PLOZ9V1GyecXrvsxZyGjUHG4GLgX8CXgr8CDh5hn6nAz8ZF1cP37Kev28HDp6h34uANWPOZ1iPRo2zJo96+71wPgD4CHAP+ULNOcDTyLdZPoz8C763dMB1BPk2z78G/g24aoY+hwPLJzkH0qY45+DaSH6++1x9diXfIv3MSeSKnoPI2mqJM6o24JvAF4BtgO2AT5B/IHMesHnps5j8aJELxsnnrS1qDmoZa9G1RY0T+DT53GDHnteOJ9enu/e8tj3wgXHyOXN9Ct/rS27XhFrQ5sqnNv7WuQC1lhOcn9f0SgeeNiY9XLRFjrMFPrd9FjEH5As2nyM/P3e3Wfo8HPhOw4OUG19bB7xoOahlrEnbvHieCVxDvo1b/3s7kSefvw5sPW4+b21Rc1DLWIuuLXKcfbx7ky/c/px8cjvSAo02+ObL5ZzPKmo2zzi991kLOQ2XA/Jzro8GTgYuIj+jfgOwZ3l/D/Ltlm8jP5ZkLFylv+uCjxbyGdajUeOsyaMtHkMfC3y5eGtTuwN4d1dc+C74CJsDaVOcs/AMXAgx6VzRcxBdWy1xRtRGnnP5Yc8xbiVwAHA5+U4Vl5IX6K8B9h8nn7e2qDmoZaxNgraIcQIPJp83rgeuBm4px68Tu+Zz5vK+vuR2TagFba58auNvqSRJEAYipbQb8Odm9rGutbQJ7zhr2W+eSCktBVaY2V1z9NnazG4bF19KaSvgFOC5wD5mdsUMfR5OPigeaHqmlzDFSCklYMt+T6WUFgBLzezqrvi8tQnCNKCM/9cBzwZebg2ffz0OPm9t80EtNZtnnLXss7aQUloI7AJca2ZrUko7AM8Hvmj5sUBj40op7Q/sCewFLAN2B7YkX3D6aUppD/Lk1M7As8zs+8Po80At400ejYeU0nbkBS+rgCvNbH3XXCmlx5Kfhf3MnpdXAx8xs3eMqk8QIqPcpvtSM1s9rVyCMOlIKe1MfqTX5Wa2NqW0CHgW+dh3M3C+mV3fBZ+3NkGYNJQ504PJ53sbyI/LuyQCXwvaXK4vtXFNKOK1L6EbaIFGBSgT3w8nr0RbTF4NutLMftupMHy1RY7TE95xKgfDoY0DXtQc1DTWpG16PNoGouagprEWVVvkOGtB5H2m8TEa5NEY8Fo8EnmfRR5rkRF1v9WUg17Md8FH5BxIm+IUYucgqrZa4oyurRZEzUFNYy2qtshx1gLnfHovqtD4EPSIk2luwEHAuWQzbuxrG4CfAc8dknMBsCN5JdsTyb+wekiX2iLH6cnnHWf0HNTQouagprEmbfLoJOagprEWVVvkOGtpbe0zprxm84zTm0sena5Wi0cjx+nNFXW/yZ+jtcg5kDbFqRY7B1G11RJndG21tKg5qGmsRdUWOc5aWlv7jGDnohofk986F6DWUmLhSPLzTN9OvlXtNuSVUwvJt/J6OnB2MelhDfg8D1Ju2iLH6cnXQpxhc1BLi5qDmsaatMmjk5iDmsZaVG2R46yltbHPqKBm84yzBS55dIpaLR6NHGcLXCH3m/zZvUe9cyBtilMtdg6iaqslzujaamlRc1DTWIuqLXKctbQ29hkBz0U1PqajdS5AraXEwnXA8xr0O5/8PKe5+nh/cXhqixynG59nnMFzcA1wbdPWYJuufJ4tcA6qGGvSNjJXWI+2oC1qDqoYa5G1BY+zCo+2kIMjqaNm84zTjauFOCPnIKSnvFstHg0eZxUebSEH8mj3OZA2xTlXv5Ae9fZ78ByE1FZLnJG1teADeVRjbeK0BY+zCo+2kIMjCXgu2gaf2vjbZgjTii2ArRv0M/IXzFw4HniFmX1xhvduAb4JfDOldD7wBuBfxqgtcpyefJ5xevN5ch0NnAHcAJzUgHMQ3PhSSteQb2PVCGa284AuUXNQy1jz5qtFW1iPOnNB3BzUMta8+aJyefPV4lHvHBxPHTXb8fjF6ckF8ugocPW7c61bi0cjx+nJBXH3m3cO5NE+Gib7O7cWbbXECXE9Wsu5qDdfVC5vvlq01XIuCnFzUMtY8+aLyuXNV4tHI5+jRR4fQhfoeoWIWjsNOAG4CzgO2LnvvQTsC3wJWAs8fgDXSuBVDbZ5HvC1MWuLHKcbn2eckXNQPvMo4DfkA5+HF1z4gIMLzyXAEYPapOagsrEmbVPk0Ra4QuagsrEWUlvkOL190IKvvI7J3vuslprNM84qzg9a4gvnqcLlVuvW4tHgcVbhUe8clM/Jo1PynVuLtlribMlXUbnC5iCqtlrinABtU38uGjkHlY21kNoix+ntgxZ8pfmijseH2vhb5wLUWkwuvA24nXx7ndXACuBXwLrSzgWe2ICnjRMqF22R42yBz22fRc1BD99uwCsdveDCh38REzIHlY01aZsij7bAFTIHlY21kNoix+ntgxZ85XVM9sxnFTWbZ5ze+6yFnIbMQWRPFS7PCbYqPBo1zpo86u3PFnxVg0fDfufWoq2WOFvyVVSusDmIqq2WOCdA29Sfi0bOQWVjLaS2yHF6+6AFX2m+qOPxoTbelkoShSlFSmkR8DhgCbAl2ZQ3AZeZ2R0ppc2AJWZ2wwCet5G/hO5H/rLZZPrtS5cLgBPM7Afj1hY5zhb43PaZN5+3tqhIKe0G/LmZfcyJL2QOahpr0jZdHvVG1BzUNNaiaoscZy1wzmcVNZtnnLWcH7TFFxWetW4tHo0aZ00ercWfENqjYb9za9FWS5w1IXIOomqrJc7o2mpB1BzUNNaiaoscZy2Ieo7mra0NPmGMsACrRNT8G7AYOBG4DrgROAs4aIZ++wAbGnIuAp4IHAa8CHgucBDwgPL+ZsCO49QWOU5PPu84o+eg9F8A7AgsK/tvL+Ah8/CEK998W9Qc1DTWpG00bT39w3rUgytqDmoaa1G1RY7T2wdt8c2Xq8V9NtU1m2ec3lzyaPfHPc9Wi0cjx+nNFXW/tZWD8hl5dMK/c2vRVkucM3wmpEc9uCLnIKq2WuKMrs3TB23xTbNHaxprUbVFjtPbB23xzZerxX0W6ly0zVjVxtc6F6DWUmLh88DdwEnAu4Afkld1fRXYoadfFwcWT22R4/Q8uLvFGTkHpd9B5FsvrQE29rUNwM+A5w7hBVe+wulRzIfMQWVjTdqmzKPOXCFzUNlYC6ktcpy1eLSFfVZLzRZ54kke7fi418c730mxKjwaPM4qPOqdA3m0+xxIm+KcVI86c4XNQVRttcQ5Adqm/lw0cg4qG2shtUWOsxaPtrDPQp6LtsGnNv7WuQC1lhKbv8je0ffa04HlwK3AIeW1Lr44PLVFjtPz4O4WZ/AcHAncAbwd2BPYhnwQXAhsW3jPLvvxsAZxevN5Fh1Rc1DFWJO26fNoC9qi5qCKsRZZW/A4vX3gxufM5Z2DWmq2yBNP8mjHx73C6TUpVoVHg8dZhUdbyIGbrzy5Inu0hRxIm+KcOI96ck1ADkJqqyXOyNpa8IEbXwvaouagirEWWVvwOL194MbnzBX5HC3s+FDrpnUuQK2lxMIq4DUzvL4l8FHyCfyHgCd08MXhqS1ynJ4HULc4g+fgOuB5DfSfD1zYoJ8bH/5FTNQcVDHWpG0qPeqtLWoOqhhrkbUFj7MKj7aQg1pqtsgTT/Lo8D7w9vuR+E2KVeHR4HFW4dEWciCPdp8DaVOcE+fRFvweOQchtdUSZ2RtLfhAHtVYmzhtweOswqMt5CDkuWgbfGrjb50LUGspsfnE/Bpg+1neP4R8cn9dB18cntoix+l5AHWLM3gOVgKvaqD/POBrDfq58eFfxETNQRVjTdpG5orsUW9tUXNQxViLrC14nFV4tIUc1FKzRZ54kkeH94G336/Db1KsCo8Gj7MKj7aQA3m0+xxIm+Ici6+ick1ADkJqqyXOyNpa8IE8qrE2cdqCx1mFR1vIQchz0Tb41MbfOheg1lJiYXvg++RVXI+Zpc9ewFUdfHF4aoscp+cB1C3O4Dk4AbgLOA7Yue+9BOwLfAlYCzy+QZxufPgXMVFzUMVYk7ap9Ki3tqg5qGKsRdYWPM4qPNpCDmqp2SJPPMmj3R/3PCfFqvBo8Dir8GgLOZBHu8+BtCnOifNoC36PnIOQ2mqJM7K2Fnwgj2qsTZy24HFW4dEWchDyXLQNPrXxt84FqLWcYHgKcP853t8MWDaAoxWje2iLHGcb+81zn0XMQen3NuB2YAOwGlgB/ApYV9q5wBOHiNGFD+ciJnIOahlr0jYaV1SPtqEtag5qGWvRtUWNsyaPOu6zKmo2zzjb2Gfe+y1iDkq/kJ6ihVq3Fo9GjLM2jzpzyaMd50DauueKrC2wR6s5F42srZY4o2rz9oE82j2XtHXP5clXk0cd91noc9E2+NTG11JJkCAMRErpKcCPzOzOWd7fDNjdzC4brzJfeMdZy37zREppEfA4YAn5dlHrgJuAy8zsjrLPlpjZDePkSym9jTwhdj/yxNemomH70uUC4AQz+8EQ4QrCxCGqR9vQJgiTCHl0NNRSs3nGWcs+80ZUT0WvdWsZb/Jo95BHBSE2Ans0bJ0rCOOCzkUFITbk0dGg8yqhDWiBhiAIYZBSWgy8h3xrqM2Bi4CPmNl3+/rtA1xiZgvHyVf6hi0UBKFtRPZoG34XhEmDPCoIsTEJnlKtK9QMeVQQYiOqR1XnCoLORQUhOuRRQYiHBV0LEARB6MFpwGuBc8r/lwDfTil9NaW0Q5d8KaXFKaUTgeXAmcALgF+Z2Zlm9l0zu6N03RP4zxG0CsIkIKxHW9AmCJMIeVQQYiOsp1TrCgIgjwpCdET1qOpcQdC5qCBEhzwqCNHQ/8wTNTU1ta4asAZ4R99rTydPQt0KHFJe24cGz/Ty5AM+D9wNnAS8C/gh+XayXwV26OnXSJua2iS24B511aamNolNHlVTi90ie0q1rpqaPKqmFr1F9ajqXDU1nYuqqUVv8qiaWrymO2gIghAJG4Hf9b5gZt8E9iBPSJ2VUvoQsKgDvucA7zKz15rZO83sCcAzgD8Dfp5SOqShJkGYZET2qLc2QZhEyKOCEBuRPaVaVxDkUUGIjqgeVZ0rCDoXFYTokEcFIRiSmXWtQRAEAYCU0tnA7sATzeymGd4/BPgM+YD9CBv8LDQ3vpTSKuAtZvbPfa9vCbyPfBuujwBfBC4cpE0QJhHBPeqqTRAmEfKoIMRGZE+p1hUEeVQQoiOqR1XnCoLORQUhOuRRQYgH3UFDEIRIOBpYCVyZUnpM/5tmdjZwILCuA77zgDellLbv41hrZscAhwIvA/5PQ22CMImI7FFvbYIwiZBHBSE2IntKta4gyKOCEB1RPao6VxB0LioI0SGPCkIw6A4agiCEQ0rpKcCPzOzOWd7fDNjdzC4bF1+ZCDsL2BV4gpktn6HPXuRfLD1KKzmFaUZEj7alTRAmEfKoIMRGRE+p1hWEeyGPCkJsRPSoN5cgTCp0LioIsSGPCkIcaIGGIAjCEFChIAiCIAiCIEwrVOsKQmzIo4IgCIIgCIIgCJMPLdAQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEFoGQu6FiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgjDt0AINQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRCElqEFGoIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCC1DCzQEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRBaxv8H1kJAe5OKfT8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (30, 15))\n",
    "plt.plot(static[\"year_month\"], static[\"M\"], \"r+-\")\n",
    "ax.set_xticklabels(list(static[\"year_month\"]), \n",
    "                   fontsize=16, \n",
    "                   rotation=90)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      2012_1\n",
       "1      2012_2\n",
       "2      2012_3\n",
       "3      2012_4\n",
       "4      2012_5\n",
       "5      2012_6\n",
       "6      2012_7\n",
       "7      2012_8\n",
       "8      2012_9\n",
       "9     2012_10\n",
       "10    2012_11\n",
       "11    2012_12\n",
       "12     2013_1\n",
       "13     2013_2\n",
       "14     2013_3\n",
       "15     2013_4\n",
       "16     2013_5\n",
       "17     2013_6\n",
       "18     2013_7\n",
       "19     2013_8\n",
       "20     2013_9\n",
       "21    2013_10\n",
       "22    2013_11\n",
       "23    2013_12\n",
       "24     2014_1\n",
       "25     2014_2\n",
       "26     2014_3\n",
       "27     2014_4\n",
       "28     2014_5\n",
       "29     2014_6\n",
       "       ...   \n",
       "70    2017_11\n",
       "71    2017_12\n",
       "72     2018_1\n",
       "73     2018_2\n",
       "74     2018_3\n",
       "75     2018_4\n",
       "76     2018_5\n",
       "77     2018_6\n",
       "78     2018_7\n",
       "79     2018_8\n",
       "80     2018_9\n",
       "81    2018_10\n",
       "82    2018_11\n",
       "83    2018_12\n",
       "84     2019_1\n",
       "85     2019_2\n",
       "86     2019_3\n",
       "87     2019_4\n",
       "88     2019_5\n",
       "89     2019_6\n",
       "90     2019_7\n",
       "91     2019_8\n",
       "92     2019_9\n",
       "93    2019_10\n",
       "94    2019_11\n",
       "95    2019_12\n",
       "96     2020_1\n",
       "97     2020_2\n",
       "98     2020_3\n",
       "99     2020_4\n",
       "Name: year_month, Length: 100, dtype: object"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "static[\"year_month\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
